{
 "cells": [
  {
   "attachments": {
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     "image/png": 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WL4TB5Ypl1ABIulft6l1vfBJ49hESgKj2CDU2XCoIgAAIgAAIgAAI3IwAhiEqlaK8vEwkEkdEssKZvCh+dHR8Wk5+advlHqVK63Yj+JVV1MiUQ0Y1gnB5UL3ROjo22dc30NvT39rWmZyWHc7khUZyonjinILi5paOru7+7q7+7u7+7u6Bnp7+7u6+qck5q9WGU8Xr9SI4Pjo5nZVXxOJLLkSwI9gCSWx8fnFpU2v7pfauhksdqZn5PFFsGEsQxhTExKd19w477R5qjTayJkazJT0nL5zNv8gShDD4EVFkB1pOXkFLW0dX70DL5c6CknJpbFIkWxzKFDC40uyC8slZNYLRnWA3w3Nrr6E+bc8nWxz3ulxIz8BofGo2vUidQCZvudxlsdmpFeYwr/cK662dBl69GAUgqi3GVoVrAgEQAAEQAAEQAIHbFyAIAnU67f39/enpGWw2L5TBvRDJDWHyWXxJbEJKQXF5W2f3nFprdzrJaQ2pQt6FhZPD/wivF8Vwau5FzOF0l1XURLB4YQwuXyxram3X6AxuD+Lxe7jdbgzDfHeLYRhmsTua2i7zpTGhLF44RyiJT66sbxqbnjbabBanS2+xdfUNZRWUskSxFxg8Bk+SmVesVul9l2s0WzJy8sOj+CEswe8RHLZQlltYOjg8arU7XR7UYrePT88UllUJJHJ6UW9JXEprR5/TjV19r5zveHdtgyC8CEIYTNaqumaRLDGMRa5WF5+a2Tc4YnM4qV43su/trp0PDvTwC0BUe/jbEK4ABEAABEAABEAABO6mADljCI6jVqulq6s7PSNbEC2PYAtDmLwQJjeMxWPyRJK4xMLK6p7BIbVW53J76NF9GJUz/AcSuj1oZU1dBIsbEhElkMS0XO40mi3+L6C646hV0xaWFcMwbE6lLiqvZPKEYVF8rjSuqLJuYlZp9yAITiAE4cEJvcXW2tUXk5oTwhZdZPKE0fFj4zO+wxrNlsyc/IgoslctjCWMT8nqGRgxWx0YTt1FhqFWh7N3YCQtq4DBlZJTUwpjyqoaDGb7XRkD+SftQBBeuxMZnZxJzcpn8qQXI3lRAllecfmMQoVgJN7CGMk/OQb86NESgKj2aLU3XC0IgAAIgAAIgAAI/LkAtVQ0vUg0YbFYB4dGiyvq4pMz+eLYSI7oIpN/kckLZQvYktiEtKyG5ta5OZXD5Zmf4dDv0ARBuD1oVW1DBIt7MZwllMa2XO4yWSx+L7mySa+NRi1N5hkaHUvJzI6I4pFDH+OSG1o7lVqD1eG2OVx2p8fidBss9r6RybS80lCO+AKTFyWQDo5MUDODkJ9sr0Q1piBKGJNbVDE1p3Ij2EKeJFCcUKr1JRV1HFEs1VUYnV9cqdaa7mlUIwivByHUWlN1fbMgWh5GLWAQE5/S2tFttFgxcjJ/+uGLnFdwYOuRFYCo9sg2PVw4CIAACIAACIAACNxQgCDXscZRr5ecjt/hcM+qDJ09g2UVtYmp2YLohEieNDRKGMISREQJYuJTauqb55Raz/yia1cOSBBelxutrmuKYPFDI7lCaXxrR4/JYiOnzriSR66dSMPtdnf29MqTUiJY3EiOUBKXXFHX3NEz0N0/0jMw2jMw2jUw2tE3XNPULk/JCWOLLzJ4DK6os3fQ6UEwcqpF8l61rJz8SGoAJFciL6tuVOtMKLWmGb1eNu71mq3OusY2UUzSxUgekyvJyi2eVWoR9B4OPkQRzGi2dXQPJKXlRHLEIQweiyfOLy6fU2ncKEpOYQkFBK4TgKh2HQk8AQIgAAIgAAIgAAKPtACBk9Pez+cWHPc6EcJkc00rNJ29QxW1TSmZeVyRLIzFCWNwI9kCaVxSY8tlI5XBrmGjetUaI6N4IRHk6+ioRs9BsvDKG0S1tssdMnliKIMTHsVnC2VSeao8KUuevPBIyYpLzpLGpzH5slByACSfwRW3XO62Olz0CEyj2ZqZSw6ADGHy+dEJVQ2tWqMFpQZnkldFEBhBWO3O5tZOcWzKxUheBFuUmpk3Mjbl9iALtbqrfxJeHCMsFmdv/0h6dgFHKLsQwQ6P4senZPT0DTpcbnIuEbpX8a6eFg62CAQgqi2CRoRLAAEQAAEQAAEQAIG7JkDeOrYwGaPXS95BhVIPF0qYbE6lRj8wPFZRWRMdJ49gcS+ER0WwBenZ+VOzCg86P8WIL3e4EXIAJB3VhFdFtT/sRHI6na1t7dFxCSEMTgiDGxYlYHKjWVwZgytlcCVMnpTJlURyxJEcSViUKDRKeJHJj+CIG1s7zDYnPX+igZpWJCKKH8oUiGKSapra9GYbSkVPnFr3DPd6bQ7XpbYuSVzqhUheJFuclJozMDzmcnvuCqLv8qluSS+Kea02Z2/vSEZOEUcQHckWhEcJYpLSmto6TGYrWSUvQT/8d7wrNYGDPOwCENUe9haE+oMACIAACIAACIDAXRag05rvoPR9aOj8tByE3eFSKFRVNXV8kexiBDuUyY2JT+7uG7A7XfQu9OdLr9dL9arVL0Q1eWtHLz0A0nfk6zdcLldnV7c8KTWMxQtj8cLZQrYgRihNEMmShLJEUUyCWJYgliWKohNFMUmCmCR+dKI0LqVnYMTmdNM3e5H3quXmR7IFoUyBUJZU29RusNjpH/luqLPYXI3NHaKY5IuRAgZHmpZVNDw65XLfrV41egU1L4oSNrvbaLZ3dg+kZOQxeeQsJuHUDXj1LZfVBrMHJWedpAIk2Yn5h/n1eiZ45tEQgKj2aLQzXCUIgAAIgAAIgAAI3JwAtZg12cHju3+KHjc4P3qQHBvp9XjQ8cnJ+OT0MCYvhMETyeTNrZctVts1Z/AgWE19I4MjCIng8MVxjS0dOqOJms9/PpVc34/k8XgGBoeS0zLDWfwQFo8lkCamZpdVNTY0d9Q3X66/dLmxpbOxpauptbO5taOxtaOxpaO5pUOl1nk8CDlu00sugZ2VU8BgC0MYQr40qbqhXW920AMgyahGrVxmsrpqGlsFMQkhTD6TK83MLZ6aU3vu+F41guqExMnlCgiHE1GqDN19w3WNbfKk9Ai24GIkJ5IjkslTaupb5pQ6pwfDyOUNyJA236t2DR98+8gLQFR75N8CAAACIAACIAACIAACfgI44UUwcjFrD4oj1NSEvonk6UkUccLrRpDJmZnk9OxwliCUyRdFx11q67DZnX6HITepqNbE4gpDI3lcYUxpZe2cSoViKI7/4c1ZKIpOTk1n5xYy2MKLTC5HJMsvrhwamzGY7Va722xz0Q+LzWmx2S12h8VObiAexJf6TCZrdnYBgyUMZYq44oSy6ktag82Dzs+xiHm9boxQao2F5bUcacwFBoclkOYVlyt1BuyOe7UIcv1urxNBNXpT/9B4WWW9LD6FL4mNZPMjoshFDuJTM+ua2mYVWocLxaibAembAum+tWv04FsQgKgG7wEQAAEQAAEQAAEQAIErAiiO21zuOY1uUqFS6Y1mh8vpQV0I5kZwN0q4UcLpQQ0Wa8/gkJzsVeOHMHjS2MSu3gHXddNyuDyexkutPJEsjMFnsEUpGTmDI8NWm9XtcaMoimIYipF/oijqWwIbRVGtTl9WWcMRRl9gcCLYwrjEjOa2boVaZ3d63AhG1gTFPBjuQVH6Qa5dTfUA0mnNZLJlZRdGRglCmSImLyansHJsSmFzuBGMjKAeFDfZHL3D4ynZBQy+6CKLyxbLSqvr6EGSVxRuawv3el0YPq1U119qS8nM5UviwqK4oUx2RBSXLZAkpmU1tnZMKzQWm9vpxjwo7kFQN0JeBd23RvZXQgEBPwGIan4YsAkCIAACIAACIAACj7wAhmFqnb6htTOvrLqysaWtq79/eHJ0UjGt0M2pjUqteXJO29Y9lFNUyRHFXYzkhTD4sYnpY5Mz6HULk3kQpLOnXyZPC2cIwhg8rjA6r6iko7t7fHJyRjE3p1TMzc1NTU3Nzc2ZzWYMm5+VxOF09g4MxqdlhnOEIQwekyNOTM2uqGno7h+amFHMqbUKrV6p0c8qVOOT0zOzCo+HXFeAHHxIfTWabZk5BeQMkAxhKEsojUuprG0eGplQaQxqrXFWoensG8orqeRK5KFR/LAovlSe3NrR53Bdt9rArb8TcK/X4nTXNrdK45OYfPFFJvcCk32RxQ5hcQTR8rySypaOvv7hyaGx6aHR6eHR6eGRqZHRqYmpWb3J7EaoxQYgrd06+yLeA6LaIm5cuDQQAAEQAAEQAAEQuGUBBEXGJ6dyCku54hihLD42KS05My+nqLygrLqksr6sujGnuDI2JZsfnRjGFoUwBSyBrKCkWqM3XpfUvAiKTkzPZuaWRJJ3jnHCWFyuJDoxLSOnsLiwrKqovKqwtKKwpKKsomZoeARFUfqDKY7jOr2xtuGSMDqevGONvMVLKJLFJ2XkZBeWlVTVlVTVlVbVFZVV5uQXV9U06A0WcmTmdVEtlCm4EMFl8qQx8pScvKLK6vrK2oaSiqqUrFyBLD6MLbzA5EVwJZn5pVNzavddSGpkXLTYbFn5BeFR3ItMzgUm7yKTe5FFPqJE0fK0nNScorTcosy8koycokzqkZVTWFRS3jcwZLXboVftlt+si30HiGqLvYXh+kAABEAABEAABEDgVgTcCDIyNp6RncfkCMMYnDAmuRR1lEDCEcl4kli+NI4liI7giEOY/IsMHksoS8ku7OofsdgdKI5dM4shRhAGs6WprVMSmxDB5l9kcC4yuWFsAYMvYYtiyIdAxhHGiGQJTc0tHg85Vz792dSDoLMKdUV1vTQ2MSKKfzGSE0pVgyWQciVxXEkcTxLLFUqjeOKE5MyxyVkPeuOoFsYSMLmSKJ6YL5TyxTF8SQxHJGFwhSEsMkqF8yRxqdktnX1muxO5SznJYrVm5OSGMKPoqHaBwb3A5IaweCEsXhhHFMGTRPDETO78g8EVR3FFUllcc0ub3mS8S1W4lcaG1wa2AES1wG4fqB0IgAAIgAAIgAAI3F8BBMWmZxUV1bUyeXIUTxLO5IWxuKEssk8sPIoXweZFsPnhUQIGVyyUxecUlV/uHdKZbR4Mx+dn7rhywxXh9XowbFalrm9sTkhJZ/JEF1n8Cyz+RZYgNEoYyhaFsgRhLGEkR1xVXetykXP9059NMRx3eTxKtba5tSM5PZdDrrjNDWGwQ5m8cJYwjNxLEMHih0ZyJDGJ3f0jVrvnhr1qTF50TEJ6QnKmSBLDYIvCo4ThUWTlw9l8tkiaklPQ0tWvNlg8OLku9pV63wG4xWrNzssPi+KERvFCo/gLX/nkYEu2MCxKSI+6DKfGXpLbDLZAJG1oatYZDL4b9u7g/LDrohKAqLaomhMuBgRAAARAAARAAATuUAAjvHane3J6trnlcm5+aUJShjw5LSYhOVqeSD/iElMTUjOz8ovrmlsnZ1Vmh9uNEdRs+HRcumqFMHKmDRTVanSdnT25hcXylAxZUro4PkUiT5HEJUvlKbEJ6fLkzNa2dl+vGrX+NjnrJIYTVqtzdGy6urYpPTtfnpQWLU+KlqdIYpKlsckyeXJcYlp2XsnA0JjV7sauGwAZwuALZUkFpTVNrV3FpdXJ6Tkx8SnRcYkx8cmJqRn5xaVDo+Mmm8ODexGvF/US+N1Y2Mxud9Q3NiWkZSSkZSWm5SSnZyenZSWnZSelko/ElCxyI2XhQT6TkZ1b0NPXb7JY7lJavMP2h90DSACiWgA1BlQFBEAABEAABEAABB64AOH1YjjhcnvMFptWZyBn75iaGRqd6B0Y7u4b7B0YHhmfmlGo1TqDmZxXESVDFRmTyJXYqLjk698iyE4yMgJ5UQS12ewanX5yVjEwOtHVN9TVN9jVN9jdNzQ0OjE1qzSZ54MK+dmU2ote1w3HvW43YjJb1Vr91KxyeGyyp3+oq3ewu3dwYHBkYmpWpdbb7C5yTTXq9F6v12SyZubkR7L5IUy+KCa5ur5VoTbo9CaFSjs8Ntk/NDI4Oj45M6fS6hxOF0Z1BdKLrY9mGFMAACAASURBVF0VMW+3GTAM0xsMCpVaqdYqVFqVWqsmHzqlSqdS65UqcuPqh1ar01usNg+C3JVuvdutOOwXiAIQ1QKxVaBOIAACIAACIAACIBA4AihOuBHU6fbYHS6Hy+0hV0YjMDJL+YcL/5zm6167Nv4gGO7yIHaHy+6cf7g8COI3IQlBLQnt258+AZXfvBi5nhtqd7psDqfd4XS5PORy3HSk86uMyWTJIqOa4CJTIIxJqm1sN5ntOE5gOOH2IE63x+XxoORwzfn6+9fb/3oCxx9q8sgKQFR7ZJseLhwEQAAEQAAEQAAE/lrgyodF6rX0t/RuVwcb/8jji1pXRTXfvv4vxQhyPWxfPcjXXN03N38DmxcnyBvKyIeX3CYXkL5SN3o36ihGozkrJ5+cjOTqqEa9nB4mSVaP6gskd7j+dL7KwAYIPFgB/3c4juMoiiII4na7HQ6HxWIxGAx/e7D1g7ODAAiAAAiAAAiAAAg8QAEqOpFDGekHgaNeMizRGedKxLo68tw4qt3wKujj+v/oj7PTlWp4vQQ1FQiZ3HAcXbhPjTyM0WjOzM6LiOJfYPKFMUn1zZdNFjs5YweZAf0f8+f849P5V+rOt/1P7b9950eGIyxaAYhqi7Zp4cJAAARAAARAAARA4C4JLEQLcuoN6kFnnisfJL3+4xYJguz18nvMd3/h1IDFq4dN+nrG6I4y8kTU7W3zuepP60+dYr6H7UpoNBrNGVRUu0hFtbqmdiqqXXnB9cdcuDzyqu5Z8T/JlW1a4xqTe1YHOPBDJnDlbxhBQK/aQ9Z4UF0QAAEQAAEQAAEQWCwCVzriCHJ04u2HJl9Uu8Dki+NS6ps7/jKq0YZ0flosnnAdi0EAotpiaEW4BhAAARAAARAAARB4yAV8Ue22r2M+almtztz8YiZPHM6XShLSG9u6jVYHSk4jAgUEHjIBiGoPWYNBdUEABEAABEAABEBgMQr4otptR6r5qOawu5outaXlFKTklhRU1Hf2j1ocbpSAqLYY3zWL/Zogqi32FobrAwEQAAEQAAEQAIGHQODK7VvU5B+3X2MEQRUqzcjE9Oi0cnxWrTPZXQg5yeRtR8DbrwrsCQJ3JgBR7c78YG8QAAEQAAEQAAEQAIFAEiAIAsMwBEEQDCXXf6MX56Y+8wZSNaEuIPDXAhDV/toIXgECIAACIAACIAACIPBQCVyZIgQ60x6qhoPKXiUAUe0qDvgGBEAABEAABEAABEDg4Re4EtUe/muBK3h0BSCqPbptD1cOAiAAAiAAAiAAAiAAAiAQsAJ/HtWMRuPfArbqUDEQAAEQAAEQAAEQAAEQAAEQWKwCfxLVrFYrRLXF2u5wXSAAAiAAAiAAAiAAAiAAAgEtAFEtoJsHKgcCIAACIAACIAACIAACIPBoCkBUezTbHa4aBEAABEAABEAABEAABEAgoAX+KKo5nU4YABnQLQeVAwEQAAEQAAEQAAEQAAEQWMQC10Q1esFAt9tNRzWTyQTTiizi1odLAwEQAAEQAAEQAAEQAAEQCFCBP4lqNpsNolqANhtUCwRAAARAAARAAARAAARAYHELXB/VUBT1eDwulwui2uJuerg6EAABEAABEAABEAABEACBwBX4k6hmt9vNZjMMgAzcxoOagQAIgAAIgAAIgAAIgAAILFaBa6IajuO+XjW73W6xWCCqLdamh+sCARAAARAAARAAARAAARAIXIEbRjUEQdxut8PhgKgWuC0HNQMBEAABEAABEAABEAABEFjcAr60hlMFRVFfVLNardCrtrhbH64OBEAABEAABEAABEAABEAgcAXotEZHNf/5+m02G0S1wG02qBkIgAAIgAAIgAAIgAAIgMDiFvDvWMMwzP92NYhqi7vp4epAAARAAARAAARAAARAAAQCWsC/Y40eA+lyuRwOB0S1gG42qBwIgAAIgAAIgAAIgAAIgMDiFrg+qrndbqfTCVFtcbc7XB0IgAAIgAAIgAAIBKgAQRB0zXBygyAIzOvFvV6C+jpfZ99rvNQrAvRKoFogcGcCfzQGEqLanbnC3iAAAiAAAiAAAiAAAn8tQIaxax4EQQczL04GMjKqLTxDpjXCi+M4huPkzTvUA6NjG0Hg9GPhaH99bngFCAS4gH9Uo1dXo+eBhKgW4A0H1QMBEAABEAABEACBRSBA95XhVI8Z9ZVY+ESKIiiGuT0eh9PpdLnsDofd4bDZbVa71WgyGk0Gg9Gg02sNRqPFanO53QjiWeh/m096/j1vi0AKLuERFPBFNYIg/2LQ80B6PB6Iao/gmwEuGQRAAARAAARAAAQegIDvhhwMRRG322a1miwWncms1OpGJia7+wdaO7oaLrXUNDTVNjVX1dWX19SUV9eUVFSWVFSWVlbVNTW3d3ZNTk5azCbU4/LiKIGTHXIQ1R5AW8Ip76oA/Tamv/ovsAZR7a4yw8FAAARAAARAAARAAAQWBHwfQHGcwDDc7UZsNrtOp5+amunrG2htu1zbcKmspqGwrCozvzgxPTsmMUUUE8+XxAii4/jSWJ5YxhVFc0TRHKGULZDyJXEyeXJOXmFLS9v01IzVakcQZGFU5Pxtbwtnhj9B4CET8P1l8e9Yg6j2kLUiVBcEQAAEQAAEQAAEAlaAvh2Nrh790dPjQRx2p05nnJtTjYyMt1/uqq6pzysoTk7Lik1IFsckiGISxHEJ0QkpsUnpcSkZiek5SRm5SZm5KVl5SRm58SmZ8uQMoSw+SiCNZAvDmTwmWyCVxeUVlHR09Wt1Rg+CUrOSzJ+TuoFtnse/MgErBhUDAZ+AL635OtYgqvlwYAMEQAAEQAAEQAAEQOD2BehohHu9GOFFEMzpdBqN5tlZZU/PYH1dc0FhaXJqVqw8SSqTx8iTElKzkjNz0nMLc0vKiiurqhsvNbZ1tPcM9A6P9Y9ODE1MD45O9gyOdPQOtHb0FJZVyuSJbIGIK5Sw+WIGR8jhSxOTs5ouXVZq9E43gpO3rfluh6M+8S7cFQfdbbfforDn/RXwRTVfxxpEtfvbAnA2EAABEAABEAABEFi8AoTXi3m9dpdLZzCMT05damkvLCqXx6dKo+ViaWx0bEJ8clpqZm5pVV3z5d7OgeGBscmx6bnxmdnJWeWMUqvQGBRag1JnVOlNSq1xVq2bVemmlZquvqGcgqKktIzs/OKs/OKYxFSuKIYvlCWlZjW1tCvVGpfLszDzP4lLeMnJJekHRLXF+3ZbbFd2TVTDcRyi2mJrY7geEAABEAABEAABELjvAvOByIMRJrtzZGKqobklt6A4Nj5ZKInjCWXRsQmpGTklFTUNl9o7eweHxmcmFdo5rUGtN2v0JrVOr6LimVpvoh8qvUmlM6n1ZvoxNadu7+ppbrvc2TfY2TfY0HK5sKw6LiFNLItPSsuqqm0cHpkwWWwIhpET+ZM5jX7ML9N23zXghCBwmwLXpDWIarfpCLuBAAiAAAiAAAiAAAgsCJBRjfB6TXZXz9BYTmGZJCaezRcx2HyuKDolI6emrqmjq29obGpqTjWn1ql0JqXeQsYwnUmtNWp0Bl9I821oyJy2kNx0pmmFampWOafWKTSGiVlV//BkffPl9OxCoVQuio7Pzi2+3NWrNZoQHMeI+f406FVbaB3486ERgKj20DQVVBQEQAAEQAAEQAAEHhYBDMVNFltbd19yVi5PImOweRyhSJ6UXFRe0drROTY+rVBolWo9FcxMGr1ZpbNodGaNzqTRGTV6A7Vh0urpZ0w3+tao0Rvp/KbUmubUxrEpZWtHb35xhUyeIpLEJSRnVtU1j08rbE4Pgl1JazAA8mF5CwVCPQNh4Qf/tAa9aoHwroA6gAAIgAAIgAAIgMBDI+AXfqibwghy1KFOb+jo7ktIyw7nCMKi+FyxLCO3oKn18tD41JRSrdIaNNr5AEbFMDOV064KZhqdSTsf3hai2tXf0vnNt7taa55W6PqHJypqmhJTsjhCmTAmIb+kcmR82mJzorgXI3C/qj40vFDRByjgi2r0OtQ4OV/NfPH9aOGJe/inL61BVLuHynBoEAABEAABEAABEFh8An6T4JOTLuIYYrGYL3d0paRnsXjisCg+XxafV1LZ3T88NadSaA0KnVFN9p5d22nmF738U9xNbps1OqtaZ1XqzGNTyua27qSMPI4kViiLzy0sHRgaNVnsKEZ9zvar7uJrC7iiuytAZyQEQfR6/QhV9Hq9x+O5nzmNviK6JhDV7m77wtFAAARAAARAAARA4BESwAncZrMODg5l5eRxBRIGWyiIlueVVHUPjM4otSqdSWuwaAzX9p7dWUijs5xZo7OodORASpXOPDGjunS5NzW7kB8tF0XLC4rLh0Ym7HYXQVBz+D9CDQKXeqcCBEGYzeaqqqqIiAgGg1FbW6vX6+nutfsc2AiCgKh2p80J+4MACIAACIAACIDAoylAEASCoFMzs+UV1UKJLDKKJ4lJzCf700ZnVQaN3qzVm8moRnWp3e2v5BBK3xSRKp1pUqG51NGXkVdCprWYhKLy6qlphcuN4fR0kP5z+T+arQVXfdMC09PT58+fP3z48KFDh0JCQoaHh1EUvem97+YLIardTU04FgiAAAiAAAiAAAgseoH5G2m8BIYTWr2h4VJLbEIymyeOjksqKqvpGxyfUxnUeqtOb9HpzTr9PYpqZN+ab4pItd6k0JnGZtSXOvrScosEsniJPLm6sVWh1qMo2bGGQ1Rb9O/Lu3eB3d3dp0+fDg4OXr9+/ZdfftnU1IQgyN07/C0cCaLaLWDBS0EABEAABEAABEAABGgB3Ou1Opw9/YOJaelRfLEwWl5UVtNL5TSN3qo1WLU6s46cKeTKLWrXTPB45/1sV0U1rUmhM4/PaS519KbmFHIlsTHJ6ZfauqxWJ7nIGrWWALTdQyFAjzPEqUL/v4D/9B73+hI8Hk9jY+MzzzyzdOnSoKCgjz/+uKamxu12k8tR3PfAD1HtXjc3HB8EQAAEQAAEQAAEFqGAG8GmZuaKyyp4YilfGptZUNo9MDat0Kl0FrXeQg59vHrm/TsPZtccwT+nUb1qZoXOPKsxjc9pGtu7E9NzRNFxGZl5I8PjiBslV8aGEpAC1+cfHMc9Ho/FYtFoNEqlUq1Wm81mj8dzfwKbzWYrLCzcvXv3kiVLVqxY8cEHH1RVVblcruvreR84IardB2Q4BQiAAAiAAAiAAAgsHgGCIGfBt1idDU0t0bHxLJ4wISWjqa1zWqHRkjPy0xPx3+REjnftZSqdWamzUA/z+IyquqFFGpsolMZV1TTqDeYH8jl78TT5Xb0SuqOMPiT5XsJxDMMQBHG73SaTSalUjo6OtrW1lZSUpKSkxMbGJiQkFBQUtLe3KxQKBEHudWDTaDSxsbHbtm2jo9o777xTWlrqcDjuqsHNHgyi2s1KwetAAARAAARAAARAAARoAbcbGR2bSsvIY3PFkpiE0sraobEpJbV4mv+Ix2v6we7tt3qLWm+lHwqNqW9oIiuvhC+OTc3IHR6d8HgezL1GD+oNM38/IfWHfx38Y5L/8/dtmyAIDMNcLpfFYjFRxWAwzM3NjYyMtLS0ZGZmRkREfPPNN6+//vpLL710+PDhgwcPHjhw4MUXX/z444/j4uJUKtU9neGDIIiRkZELFy5s2bJl6dKlK1aseOuttwoLC+12+wNJ+xDV7ts7E04EAiAAAiAAAiAAAotBAEUxnc5YXdsolsh5gpisvOKuvqFZlU6lM9Jh7F4Pfbxh5FMvRDVqBKZ1RqlvbutOTM2WxSXV1jebLZYHnlLuT9vTWQhBEIfDQQ8apDMGffkPHIEgCLvdPjAwUFlZWVRUVFBQkJOTI5VKf/vtt3/84x9Hjx7dtWvX+vXrly9fvmzZsqVUWbJkybJly1avXv3222+3tLS4XK57KtnS0vL555+vW7duyZIly5cvf+uttwoKCuiodv/TGkS1e9rWcHAQAAEQAAEQAAEQWDwC9HA1m9U+MDiclpHD4UnliZkNlzqm5tTknWN+M4jcME3d0yfV5D1y871q9Mb4tKq0sj4uITUnr3B8fIKeGWLxNMYfX4nT6RwcHMzPz6+trR0cHNRqtS6XC8MwHMcfeFTDMGxkZEQsFn/yySfvvPPO22+//cYbb7z44otPPfXU5s2bg4ODN23atGvXrueee+6ll146TpXnn39+x44dQUFBR48era6uvtdjEWtqak6ePLlq1So6qr3zzjtFRUUOh+P+5zSv1wtR7Y/f5vATEAABEAABEAABEAABUmB+AkXqLjVCpdFV1TYIpLFsnjivqLxvZEKpN6kNZjKqkTeq3bXbz27xUPQ9cvPrrWkMFoXW2D0wkpNfnJKa2dTcqjeaMa/3UZhdxGKxFBUVffnll19//XVISEhycnJTU9PExITFYsEw7MGmNQzDGhsbP/nkk3Xr1q1YsWLlypVBQUErV64MDg7eu3fvyZMnP/3003PnznG53NjY2Hiq8Pn8M2fOHD169KOPPmpqarrXvWrFxcWHDh1asWIFfa/ahx9+WF1d7XQ6H8hvAohqD4QdTgoCIAACIAACIAACD5HAlaiGoPjQ6ERKVi5TIBLHxNc0tYzPqpQGs0pPrnJ2i+HqXr1eTS25ptKZJmaVNQ3NCckZeUWlk7NKJ4Lij8Cs/Tab7b+9T//+979Pnz594sSJV1999auvvuJwOEVFRYODg0aj8ZqBkb5p6O9DisMwrLa29p133gkKCnrssceWLFmyatWqvXv3vvnmm7///ntqampNTU1vb+/4+LhSqVSpVGq1emJiorq6WiqVJiUlTU9P37t71eh+s7y8vKeeeooeexkUFPTZZ581Njbe63z4R78LIKr9kQw8DwIgAAIgAAIgAAIgcJUAQRBWu+NSe6c4LoEhEKfnFXYODCt0xkCMagYz2bGm0bV39yVn5sWnZXYNDFkcDqpXbZGvsoaiqEajqaurEwqF33zzzcsvv3zo0KHnn3/+jTfeOH/+fFZWVk9Pj1KpdDgcvtkU79voPgzDmpub//GPf6xZs2bZsmXBwcHHjx8PCQmprKwcHR3V6XT0LXYIgtAjNnEcR1HUbDYrFAq1Wk2P5LzqTen3DX0Vd3gt2dnZu3btWrp0KV29M2fOtLe3P6jRsxDV/JoXNkEABEAABEAABEAABG4gcKVXTaszlNfU8aSyKLG0sqF5dHqOjGp6U+D0qqm1Ro3erKYeCo2+b3g8M79UEpdU39KuM1lQ/L4vY3wDz3v7FH1LocPhUCqVXV1dqampP/zww6uvvvrUU08dOHDgxIkTZ86cEYlE9fX109PTBoPBbrd7PB4URe9DcsNxfHx8PCwsbNOmTStWrDh69CiPxxseHrbZbCiK+lIWfQm+efw9VEEQBEVRX4Tzer303Xe+atOrZtPpzu120zP706+5XpzuQqRP5Mt4KIqmp6fv3r2b7lXbvn37r7/+Ojg46PF4rj/CfXgGotp9QIZTgAAIgAAIPAQCvn+qb6+uvk8Y9FCi+zCO6PbqCXuBwG0J4ORNXgSBIMjUzFxeUSlXHC1LSm3v6Z/TGuicpgmY0Y8aavQjOc2J1qjSGEfGZ/NLqnmS+LziyvEpJYKRN94t+uLLIQiCaDSa3t7e3NzcyMjIs2fP+kZFfvLJJ7/++qtcLq+oqOjp6ZmdnTWZTB6P589/ffn/rrsNRoIgTCZTcnLytm3b1qxZ89577xUWFlqo+TnpX5500HI4HDqdbm5ubmJiYnBwsJ8qAwMDY2Njer3e7XbTKc7j8TidTt94ThzHnU6nQqHo7e1tbW3t7e1VKpVut/uaOtPxjJ4k02azWa1W37QrLpcrNTWVjmrLli179tlnhUIhvZ7bbVzsne8CUe3ODeEIIAACIAACi0HA93+rf/4x5YaX6tuX/j9d34ekaz4f3HBf+kn/Xa7fy1cl3/8Z+17/J8eEH4HA3ROgoxrucrkGh0bTMnN5YllWQcng2JRKbyLnFNGbyOXUHtiEItfe80aGNK1RozWqNcbxKVV5dbNAmhibmNnVO2J3oY9CVKObnv5FQXc62e32mZmZ5ubmlJSU33///aOPPnrxxRcPHz586tSpzz777LfffpNKpUVFRX19fbOzsxaLBUGuWonuzn/n+H6z2e323NxcOqp9/PHHZWVlJpPJ6XTabDaDwTAxMdHd3V1bW5uVlSWTyRgMxvnz53/55Zeffvrp119/ZTAYeXl5U1NTKIpardbBwcHGxsbe3l6DwYDj5PtzZGQkLS3t/Pnz33zzzS+//JKenj49Pe1/LfRvUZ1ONzw83NzcXFVVVVlZ2draOj09bbPZ7HZ7UlISPQCSXh6goKDAarX6Kn/3/k7d1JEgqt0UE7wIBEAABEBgEQvQ/3Lb7XatVjs3N6dSqcxms/8/7X907b7PLhiG+XZXKBT07jfzTzu9AhL9/8ezs7Nzc3Ozs7NKpdJkMvnGAtGfP7RarUKhmJ2dnZmZmZuboz9I3cwp/qjy8DwI3IoATnjJ2ROtVmt3V198YhpfHFtW0zg+o1LrLSqqFysAetWMGr3hyoNa5E2tNU7PauqbOyVxyQJpXGNLh9HqxO7jzCL0b4lbob6br/U/O/3bxul0arXa/v7+kpISiUTy888/f/zxx6+88srRo0dffvnlDz/88Ny5cyKRqKioqKurS6VSOZ1O+jckXS3/A95eRXGcfBdlZ2dv3749KCjo1KlTPB6vtLS0qqqqrKwsIyMjKirqP//5zz/+8Y833njjhRde2L9//44dO5544olt27bt2LHj6aef/uijj/Ly8gwGw9DQkFgs/vbbb8+dO1ddXW02m6empuLj4z/44INdu3atW7fuySef/PDDD/Pz87Vara/mDodjbGwsJycnLCzs7NmzH1Pl22+/5fP5ly5dUigUsbGxdFR7/PHHv/nmm0uXLj2o0Y8wWf/tvcdgLxAAARAAgUUlQBAE2VcwOFhYWBgXF5eWltbe3m4ymf7yIumkhOO4w+EYHh7Oz8+XU6WxsdFms/lun/jz46AoOj4+XlRUJKNKdHR0cnJyc3OzwWDwjdKZmpoqKSmJjY2VSqUSiSQ+Pr6jo8NsNt/kKf68AvBTELgJAZwgMMJLmK229vauOHmKJDapsb17RqWnVjCj5n588AMgbxDVNDrTjELXcrk/JjGdI4yubrhksNgfnah2w5YlCAJFUbvdPjs729HRUVRUxGazz549++qrrx46dOjAgQNHjx59//33z507R/8umpqaslqtvln+7/B/iAiCMBqNcrl869atS5cu3bFjx6uvvvoRVd57773XX3/94MGDjz/+eHBw8Nq1azds2LBly5Ynn3xy9+7de/fu3bVr1/bt25977jmpVDo7O1tfX//ll18++eSTu3bt4nK5fX19BQUFH3/88RNPPLF8+fLHHnts+fLlu3btOn/+fHd3Nz3bPoIgIyMjEonk/fff379/P72SW3Bw8ObNmw8fPhwZGdnS0sLn87dv375ixYp9+/ZdvHhxeHgYw7AbSt6HJ6FX7T4gwylAAARAAAQCWoC+dyIvL++bb7554YUX3n777djYWLVa/ZeV9kU1g8GQm5v72WefvUSVqKgoejTOXx7B6/U6HI7KysozZ848R5XDhw+/+uqrERERvb299JzUZrO5rKzs66+/fv7555977rlnn3325MmTMplsenr6AX6AuJlLg9csIgHC68UJL2E0W1vbuuIT05PSc7oGRuc0RpWOnsCDHIIYAAMgjRqyM23+Qc4vojMp1Mb2rqH41CyeWFZeU681WlHiHt6u5uu9CdjW92UtDMOcTqfRaJycnGxvb8/IyLhw4cIHH3xw5MiRvXv30hOQfPLJJywWq6SkZGRk5ObHC/zJtRMEMTU1xWQyH3/88aVLl65cuXLt2rXr1q3bsGHD2rVr11Bl/fr1W7duPXDgwOuvv/7FF1/8+OOPFy5ciIyMPH/+/FdffXX27NnCwkKj0VhbW/vBBx+sX79+zZo1//d//xcTE3P27NmdO3cGBQXRK7Y99thjwcHB9BrWZrPZ6/Uqlcq4uLiTJ09u3Lhx+fLlq1ev3rx58+OPP76FKp9//nlcXNzPP/+8ZcuWFStWPP3001FRUePj4w/wP8Ugqv3Jewl+BAIgAAIg8EgI4Diu1+vj4+NPnjy5evXqvXv3slisubm5m7x4giBUKlVMTMyxY8c2bNiwadOmn376SafT+T4P/clxCIKw2+05OTmvv/56EFVWr169cePGDz/8sLy83Ol00gdns9nPPvvsKqoEBQVt27aNwWCMjY1BVPsTW/jRXRQgZxTxEjhBGEyWpkuXE1OysvNL+0anFBqTSmdWUbeoaXUmXcDcq0Yv76bWGtVa45xST0W1bK4ouqSiRqUzIjh+129XI6g5V5xOp2WhmKiiv/fFYDAYry6GheJ72mQymalipYqNKna7nZ5Uw2QyaTSa8fHxrq6u8vJysVj8z3/+8+jRozt37ty6dev+/ftfe+21H3/8MS0tra+vj55P/7bTC4Zh/f39P//888aNG+l11ZYsWbJs2bLly5cHBwdv2rTpwIEDH330UURERFZWVlNTU1dXFz2byOTk5PDwcG9vL73SgMfjaWhoeP/999evX79y5cpjx4699tprO3fupLPf008/vXv37qCgIHpqEIlEolQqnU5nZWXlu+++S6++vWbNmpdeeuk///lPaGjod99999FHH/3www+//fbbqVOn6IUEdu/effHixcHBwQf4mxai2l38PQaHAgEQAAEQeCgFMAzT6XT/HVV47NixZcuWPfnkkxERETMzMzd5MXSakkqlR44cCQoKWrNmzffff0/fGvGXR6CjWnZ29n87ypYsWfIYVVatWvXyyy8nJiZqNBoMw8bHx7/66qsNGzYsXbp0yZIlS5cu3bRpU0hIyOjo6G1/WvrLisELAkfgZjL/va4tvWw07vXqTZbG5svJaTmFZTVDE3MKwnMjgQAAIABJREFULRnV1Hoz3aUWgFFNozPNqQx0VGMLJEVllUqt/l5ENbfbPTk5WV5enpaWlpCQIJPJBAIBj8fjcrkcDof+yrlnhXt1YbPZ9El5VBEKhRKJRCaTxcbGJiQkJCUlpaWlpaenZ2RkpKenZ2VlZVKF/jY5OVkoFJ47d47uXtuxY8fatWtXrVpFj1T897//zePxKioqbmaI+A3flhiGdXR0fPvtt+vXr1+xYsWqVavWrVu3efPmffv2/f3vfz9//rxcLq+urh4dHTWZTPRs+4RfoWfqxzDM4/HU1tbSuWvJkiXr1q2jM9uWLVtOnz7NYDAuXrx45MiRZcuW7dy5MyQkZGRkZHh4ODw8fNu2bcuWLdu6devf//736Ojojo6O0dHRzs7O6urqpKSks2fP7tq1awVVNm/e/O2337a1tT3A37QQ1W74LoInQQAEQAAEHiEBOqrFxcUdO3Zs6dKlu3btioiImJ6evkkCgiAUCoVUKn3++edXrVq1evVqOqrdzL/uBEE4HI6srKwTJ0489thj9KKrK1euPHDgAIvFmpycdLlcra2tJ06cWLFixbJly+i0tnHjRvqTxx+tF3STNYeXBawAPRE5/ak0EKIataoa2aumNZhq6i8lpeWUVjUMTyoelqjW2jEgT8nkCKVFZZVzas29iGpms7mmpuann3566623XnzxxUOHDj399NP79+9/6qmn9u3bR3/dd3XZu3fvvn379lKF/gn9jP+r9lxd/F9A73jDr3v27KFf+RRVnn766QMHDhw6dOjw4cMvvPDC0aNHjx07dvz48ZdffvkVqpw6deqVV145tVBOnjx54sQJekqPrVu3BgcHL6dKUFDQhg0b9u3bd+bMmY6Ojr+c1t97o0Ivgf3ZZ5+tpcqzzz775ptvnjlzhsvllpaWDg0NmUwmeup83zuf3vD/iuO42+0uKyt78803g4ODl1Bl2bJlmzdvPn36dGxs7ODgYHd397///e/Vq1dv27btp59+6uzszMvLe+ONN4KDg9evX//uu++mpqZOT0/TC8p5PB6tVpuSknL69OkNGzbQv2xXr1797rvvFhcX0wMcbnQ19/w5iGr3nBhOAAIgAAIgEOACGIbp9fq4uLiXXnrpNqKa1+v1j2q31Kvm9XrtdrsvqgUFBW3evHnNmjVbtmz57rvvOjo6tFptRkbGM888s2rVquDg4FWrVi1btoyOasPDwxDVAvytddvVM5lMExMTY2NjZrP5AQ6+urr+BE7gaoOxsrYpPiWrrKZxZEqp0JrVeksg96qRAyBVenpaEbZAWlxepdDqriy0fPUV3sl3ZrO5rq6OHj63b9++HTt2bN269fHHH9/qVx6nymaqbKLKxo0bNyyU9evXr1u3jp5OY+3atcHBwWvWrKGHPV/zdeXKlcuXL6cHDdIby64uvieXUsX3Svr5pUuX0tGLvqFrJVXofiTfM/TtXv7HodPLY489tmLFigMHDtBDCn1p6ubpUBQtLy9//fXX161bt2fPnu+++y4lJeXSpUv0AEWcKtcc7fpfdPR4hLy8vNdeey04OPixxx5btmzZmjVrjh8/LhAIRkZG6Hvw2Gz21q1bt2zZ8u233zY0NLDZ7CeffHLVqlUHDx5ksVgTExMIgtCXYLPZOjo6fvrppyeffJIeix4UFLRy5cojR47ExMSo1Wr6v95u43qvuZZb/Rai2q2KwetBAARAAAQWm0CARLUlS5Zs2LDhyJEjO3bsWLNmzfvvv19WVtbf3//7779v3bp148aN9Oe/lStX+qJawHyIX2xvift8PQRV6DFdBoNhdHS0sLCQzWZzudzOzk6Xy3Wf6/MHpyOjmkpnKKmojUlILaqoHZqcHwAZyPeqUQMgyagmS0hjCyQlFdUqveFezADp8XiUSmVzc7NYLP7++++/+eabL6nyxRdffP7555999tk/qPLxxx9/SJUPPvjgvffe+/vf//7OO++8/fbbb1Ll9ddff+2111599dVTp069+uqrr7zyyssvv3z8+PFjx469+OKLR48efeGFF44cOULPMHTo0KGDBw8eOHDgGao8vVDob+mv+6luvaeoso8qe6ny1FNP7d27dw/V+UY/Q0+uuH79+qCgoCVUoW8k86WgTZs27dy5c8+ePbt37z569Ohvv/02NDTkvfWCYVhmZuazzz67bt265557jsvl9vb2ajQanU6n1+t1Op1arZ6ZmZmcnBwfHx8bGxsdHR0ZGRkdHR0bG5uenlapVDabDUEQs9mcnp5+/Pjx1atXP/bYY0FBQc8888z/+3//r6enx+Fw0PP6pqSkPP3001u2bPnwww9LS0vPnTu3evXq4ODg06dP/3ceKZPJRM+ya7fb+/r6mEzmsWPHVq1atXHjxoMHD+7fv3/dunU7d+48f/58X18fvXwLRLVbb3DYAwRAAARAAATuTOCBR7Xs7OyXX3556dKlW7dufffdd48fP7558+Zjx47J5fLKysq33npr9erVu3fvfuWVV1544YVVq1Zt2LAhNDR0dHT0/n9uuDNp2PvGAhiGud1unU43MDCQlZX1+++/v/POO/v37z9y5EhcXJxKpbqZwbQ3PvTdfJaMagqtrqisWiRLyCos6x2ZnNOY1AarmpqmP2CnFZlV6C6190XHp7J4our6Jr3FSt96dzdtvF561TKbzTY1NdXR0dHS0tLU1HSJKs3NzU1NTY2NjfVUqaNKbW1tTU1NVVVVRUVFuV8pKSkpXihFVCksLMzPz8/Ly8vJycnNzc3JyaHvLktPT09LS0u9rqRQJSkpKSEhIT4+Xk6VuIUSExMjk8mio6OlC0UoFDKZzHPnzn3xxRcvvfTS448/vnz5cnqs9YoVK1avXv3EE0+8+OKLX3zxxYULFxgMRmRkpEAgKCwsvJlpcv2R6d9XKIrK5fLHH3985cqVe/fu/eGHH9LS0vLz8zMzM1NTU+Pj48VicWRk5K+//vr9999/++23//znP8+cOfOvf/3ru++++/3336VSaUNDg44qcrn88OHD9NwhW7Zs+frrrysrK+lVTOjmKC4uPnXq1ObNm48fP56SkvK///u/K1euXL9+/ZtvvllQUKDVaj0ej9ls7urqioqKoueFCgoKOnHiRERExE8//bRnz57g4GB6kW6bzealWtn/iu7DNvSq3QdkOAUIgAAIgEBACzzwqJaVlXXy5Mnly5dv3779yy+//Oqrr/bt27d///5ff/1VIpE8//zzq1evPnHixFdffXXq1Cl6ikiYViSg31I3UTn6v/MRBHE4HAqFoqWlJS4u7j//+c/p06f379+/adOmlStXbtmy5Ycffujr6wuM7lMqqml0haVVAqk8PjXbf7L+gJ1WRKs3zyh0DZe6hLIEtlBa19RisNjuUVSje0dRFHVQxX51sS0Uq9W6MEmkxWw2WyzkVxM1Q6OJKkaj0XCjotfrDQaDr/fJt6HVajV+Ra1WazQatVqtoory6qJQKGapMjk5OTo62t3dXVVVJRKJzpw5c+LEid27d69fv3758uW+zqWPPvooPDw8Ozu7ubl5cHCQ7uAaHx9XKpUOh+M2/hPB6XQKBIK1a9cuWbJk/fr1Bw8efO21106fPv3aa6+dPHny+PHjL7zwwsGDB/ft27dz584nnnhi+/bt27Zt2759+86dO/ft23fs2LGff/65vb1dpVJJJJJnnnmGHg56/PjxhIQElUrlv/5bU1PTF198sWnTpj179rDZ7H/+859r1qwJCgo6dOjQ77//XlNT09HRkZ2d/f3337/wwgvr1q1bu3btkSNH2Gw2vdwc/fv2yJEjfD5fpVI9kP8ag6h2E79N4SUgAAIgAAKLWuDBRjWHw5GZmXny5MkVK1Zs27bt7NmzERERR48e3bhx4+nTp//1r3/t2bNn/fr1n3/++X9HHJ0+fXrNmjUwrcgieD/SH+inpqZqamp4PN7nn39+7NixHTt2BAcH01PI0HMkfPnll21tbQ/kM+J1yPMDIEsr63jimOj4lNau/mmlTq23aAzzM0AGwLpq5PJu/g+t3jI1q66qa+WIYnhiWVPrZaOVjGr3roeEbiw6itPhjf5Ke9LP03dk+X/1f6X/89ds07tjVPHf5Zpteq9rnvTt63a7HQ7H7OxsQ0ODXC6np0LZt2/f5s2b6fXNtm7deuLEibNnz4pEopqaGnoyRrfbjaIogiC+s9Nnue598mdPEARhtVq5XO7q1auXLVu2YsWKoKAg3514q1evpu8QC1ooa9asWbt2LX0X3waq7Ny589NPP62vr5+bmxMKhQcOHFi1ahV9h3Bvb69vmCLdCv39/SEhIdu2bdu8efO5c+f+9a9/7dixY/ny5evWrTt06NB777336aefnjp16sknn6Qj3LPPPnvx4sWuri6r1To6OvrLL7/s2LFj06ZNn3/+eW9vLz2Nyp9d3j34GUS1e4AKhwQBEAABEHioBHxR7fjx40uWLLnVGSBxHFcoFNHR0UeOHPF9aLjJyfp904q8/PLLy5Yte+KJJ3788ceEhIT33ntv/fr1O3fuPHTo0MaNG7dv337+/HmJRPL222+vWbNm06ZN9ADI2/gv7YeqZRZVZX0flJ1Op0aj6e/vLygoYDKZX3zxxeHDh5944olNmzatWbNmxYoV9D1Ca9euPX78uFgsnpyc9H3mfoAiuBfHvLjWYKxraBFK4viSuNrm9olZjW8AZGAsgX1VTiMzm9Y8NqEoLq+NEkjFMfHtnT12u53w4t75xwMUvYenvj7b08u+ORwOpVLZ09NTUlLCZrO//vrr48ePP/HEE/Qy0Pv27Tt+/Phnn3124cKFtLS01tZWX9fZ9Qe8jdrTfwVsNptEItm0aRM14wn5ZcmSJf/zP/9Dr6u2cePGbdu27dmz5+DBg6+88so777zz0Ucfffnll99+++2PP/74yy+/hIWFZWRkTE5Omkym/w7C/PTTT+mVsrOysiwWi6+e9F8ZlUqVkpJy9OjR/8/eefg3caT//x+5i00gJJd6yYWQkARSCL1d6IEAOUghkPpLuRDaUYy7JKvLknvvHRv33o2b3Lts9d636vddjb0RNhACNpbNzGtf8kramXnmPSPvfHZmnnnttde+/fbbGzduHDt27IUXXgC+dsFWAStXrnzmmWdeeeWVrVu3+vn5NTc3WywWHMeNRmN2dja4/uOPPy4pKaFaDjnvG/L9CUgo1f4EEPwaEoAEIAFIYNkT8BKp5uPjs2bNmitXrhQUFJw/f37t2rWrVq1a7Q7vv/++SCRKS0vzlGpDQ0NQqnl/46T7dhiGWSyWiYmJ+vr6tLS0GzdunDhxYtu2bR+5w8aNG9esWQO8ov/9738HOo3D4fT09DidTjqRRSwv6SJxF6HVG2vrW8Ij4jjCyJulVUPjCqXODNyKeI5lec05tQV2T/9IZm4hkyeKTkzpkPbabLYZnfa4u92PufrAei2n02kymZRKZW9vb0VFRWxs7JUrV44fP/7hhx++8cYba9eu/eCDD/bv3//VV19dv349Ojq6urp6ZGTEbDY7nc75nXkLmrHD4cjKytq7d++6devWrl0LbHjzzTffe++9Q4cOff3117/++qu/vz+Px4uPjy8oKCgvL29sbOzq6hoeHpbJZGq1GrgVwXF8bGwsLS0tICAgPj5+ZGQEw6ZdewKdRhCE1WptbW29cOHC4cOHr127lpeXFxkZuXfv3rVr14Lpji+//PKrr7763nvvffbZZxwOp7m52Wq1gk0yMAwbHBz8v8mQu3btOnbsWHFxMViu9pgrEUq1xwwcZgcJQAKQACTgdQQWUaoBl9MZGRnArciaNWuuX79eW1srEAi2bNny9NNP+/j4vPDCC59++mleXl5BQcGxY8foUTUo1byuJc0xCHQZcRy3WCyjo6M1NTVisfinn37at2/fxo0bwSqd79xh//79a9euBTW+atWq7du3s1isoaEhr3H/SE0YxEhcb7I0tXRExSazeOKUrPyewXG3s/45Y1l3zkJcLOWm0RmUal17V19CShaLL0rPyR8cHXcjpVareYMAntNk5ucDMIYGFFpfX19ZWVliYmJAQMDXX38N2t7777+/c+fOI0eO/PTTT0FBQampqTU1NcPDw3q93m63A82zQHxwHO/v74+Ojr527drFixd/++23c+fOXblyJTQ0NCMjo76+vr+/X6FQ6HQ6o9FotVptNpvdbkcQhCAIeqdBWvWp1erh4WGNRgPc7oPPwe/O5XKhKKrVaisrK6Ojo4uLiycnJ/v6+iIiIn7++ef//Oc/YMju+++/Dw4OzsvLGxsbs1qtdAWQJAk8+AuFQh6PRzuBpC94PCdQqj0ezjAXSAASgAQgAe8lsIhSDTz3paXa66+/fv369ba2toyMjCNHjqxatervf//7v/71r4sXLzY2NhYWFkKp5r3N6E7LQGcRRVGLxTI8PFxaWsrj8X744Yf9+/dv2rRpy5YtJ06c+N///icQCDgcztmzZzds2LB69eqnnnpq5cqVb7311qVLl1pbW+mNdxeo03ynyX/yjhpVIwmLzdHVPZCUms3ihodHJ9S3dE5Qy9W8VKqptfpJubquoTU8Mp4jiiiurJlSatwjRctcqjmdzuHh4Vu3bkVFRV29evWbb745fvw48Pt/7Ngx4MsxMjIyPz+/rq6ur69PpVKZTCZ6kzHQFGjB8yct4y9+TRAEcKUDdqluampqbW2VSqWjo6NqtZoezXuQNk+SJL18ztNmYDl4xTBMr9dPTk7qdDoMw+x2+9jYWG1tbUFBQV5eXlFRUU1NTX9/v0ZDNYxZmYJpkGDDADAr8i+WdR4uh1JtHiDCJCABSAASgASWNAHvkWpr1qy5evVqb29vTU3Nzz///K9//ev555//6KOPkpKShoaGioqKjh8/DkfVlkRjA5ukTUxMVFRUMJnMr776aseOHevXr9+yZcupU6eCg4NzcnKamppycnLOnz+/adOm5557Dizdef75548dO5aVlaXX68EEV7rfubgFJ10k4SIRjBibUOTdLGVxw1l8cU5BibR/xGulmlKtGxyeKCqh/KCIohLqW27rjGA500L4gFzc+rkjd4VCkZycfPbs2X379m3evHnXrl0nTpz4+eefw8LCMjIyKisre3p6lEqlyWQCXhw929isgak70n20N7OEEBglQ1EUwzDPmZbAGJDVrCiz8p/1LV0K+mTW9S6XiyAI4NEHON60WCw2m83pdNK/Nc8oYHEd2IDb0yrPaxb6HEq1hSYM04cEIAFIABLwdgJAqsXExOzatcvHx+evuhUhSVIulz+cW5FZEyBff/31q1evDg4OTk1NFRUVhYWFhYSECIXC3t5etVpdVFT06aefQqnmVe2J7tfSVhEE4XQ6x8fHS0tLg4KCTp48uXnz5nfffXf79u1nz57l8/mlpaW9vb3j4+MNDQ2XLl368MMPn3vuOV9fXx8fn1WrVq1bt+7atWvA3Ryd5n26nvQ1C31CkAThcmGES6u3Vte1CCSxwWH8iJikuqZ2mUKr0hopwTazwdqiu4JUawxqjUGp0rW0dcUnZ7J4kpikjM6efrOF2hzZvVZtOS9UGx8fj4yMPHXq1Hfffefn5xcdHX3r1q3m5uahoSGNRmM2mxEEoR050q3LU43MUkEL17o8M/I8f7gc75rC3A9BST012NxrHs6AeY8Fpdq8I4UJQgKQACQACSwxArRU27lz56JINXoLbLBWbXh42Ol0WiwWtVqtUCjAMgyj0VhQUAClmre1LbqHB57W2+32iYmJyspKLpcLfNOtWbNm+/btp0+f5nK5wMM4giAOh+P27dvXrl374IMPVq1aBbaxeu6551544YVDhw6lpqZqNBqQMp3+ohcc6BucdFlsWEf3QFxSRnCYgMULzyss6xuaUGgMSkqteYvXfrVGr9HoZZPKW6WVYXwJkydJyykcHpU5nah7/IQaL/EetvNeuQaDobm5OS0trbq6enh42GQy4TiOoqDs7lV6s/TZzNt5t8RrE5wpsbcrdijVvLYJQcMgAUgAEoAEHhMBr5Jqfn5+IyMjYNMn0PsHK+nNZnNRURFcq/aY2sRfyQbHcYfDodVq+/r6SkpKhELh999///HHH2/btm3fvn3ff/+9WCyura0Ffs8RBLFare3t7f7+/u+8884zzzzj6+v7wgsvvPHGG2vWrHn77bcvXLjQ2toKvD56lZagpRqCucZkqtzCMpZAEhLGj01Mb2ztmlBQG6xRe6x5iUMRjV6t0nZ29yWn54SyhYKI+LKaJpXWSFACzdt753+l9d39WoIgHA4HmN+IYRiY3Qdewf8WWqjMOrl7csvxU1Bw7y8ZlGreX0fQQkgAEoAEIIGFJUCvVdu5cye9r9rY2Nif5gpu9gRBPMoESIvFQrsVWbNmzY0bN0ZHR2dlDeZJwrVqs7B4w1vgtKC9vT0/Pz8kJOTMmTNHjhw5ePDg6dOnr169mpyc3NzcrFKpgFc9giCMRmNjY+O1a9c2bNjw9NNPr1ix4p///OfWrVt37969fv36Q4cOJSQkyOVyMDXLGwpI2wCkGtiPzGCy1TW2SmISGBwRXxxbWFozMDo5pTZOqY1uwUZNhpx1PF4JZ1JpjBOTqrLKenF0AosXnpSe3dU3YLE7aLAk6XIf1I+YLuPyOLlPieh/WcujpE9CKaBUexJqGZYREoAEIAFI4H4E7irVxsfH7xfH/R3d75kl1c6dO0dPYLt/IgRBmM1mWqq9/vrrfn5+tEoEXS6QCxxVuz/JxfrWaDTW1taGhIR88803J06c+OKLLy5evCgQCAoLC7u7uxUKhd1uBy4TcBw3GAzV1dUXLlx49913V65c6evr+9prrx0+fPiHH344ePDg+++///vvv7e0tDgcfyiKxSrX3Hw9pZoDwYZHJ3IKitiCyBCOOCEtv7G9Z2RKO6k2KjTUNMhZOu3x+h0xqjQmucrQ2TOUllXA5Il54uiSihqFWoPNcfEH/EbMLSz8BBLwEgJQqnlJRUAzIAFIABKABBaNwFypFhAQMDg4iP5ZAM6d546q/fLLLwqFAkVRBEGc9wgoitIzGx9EqplMJjgBctGayD0yJghCJpPFx8d/4w5BQUEZGRmtra1jY2NGo5HenAq4FDcYDOXl5b/++uv69eufeuopHx+fF1988fjx4yEhIZcvX962bdvOnTuTkpKUSiXtDe8+wyP3sGhhP6bVGkaQJqu9rVMaGZ8aFCbiiROyiyo7B8ZkSr1Ca1TqFkuqGVUacJhGJxQVNQ3hkfEhbEFsUnpX74DVgbiH0cC44DRa8BzE2zgvRC0+CWVcCG6LniaUaoteBdAASAASgAQggUUmgOO4RqOJjIzcsWOHj4/Pa6+9dvr06ZSUlAp3KPcIZe4APmhoaFAoFIQ7gFG1zZs3P/3006tWrTp+/Hh2drZHvNmnZWVlDQ0No6OjTqeTHlXz9fUFo2r0BEjQj3S5XDiOm0ymmzdvfvrpp6tXr37ppZf8/f0HBgboxSeLTPBJzZ4kSZ1OV1NTk5iYmJ+f393drVarHQ4HvUETmG6H47hery8tLf3ll1/WrVv39NNP/+1vf3vllVeOHj0qEoliY2PPnj370Ucf/fzzz52dnWCrXy8nSrhcCEGo9caKuiZhVEIQWySJSy2ubOofUUypDCqdSaHRK8AcSJ1x+mTGP+QCzoR0L5ZTas0yha6zZzAtq4DNl4gi4kor66ZUOmT2plkUY3pg3MuBQ/OeWAJQqj2xVQ8LDglAApAAJDBNAEi1qKionTt3+vr6Pvvss+++++7Ro0e/dIcv5oTP3eHnn3+urKwEG/JMTU0BZ/1gVtu6deuOHz/++eefz4oKIoIPL168mJuba3GHzMzMPXv2+Pj4rFmzxs/Pz1Oq0b1Js9lcWFh4/Pjx1atXv/jiiwEBAUNDQ1CqLW4jJkkSQRCLxaLT6UwmE3CA7jl8QZIkjuM6na6srOynn35at27dihUrfH19n3/++U8++SQpKam6uprD4ezatevgwYNpaWlardYz+uKW7j65Ey4X7iKdGDahUBaWVrCFEWxBZFxyTkNL99iUSqExUMf0cjXjjHNIavUa8Oa/QGpNqTEptWa5xjg8riivbgyPjBOER+UXlgyPyWxOhHAvTrtPoeBXkIAXEoBSzQsrBZoECUACkAAk8FgJEASh1WpjY2N37drl6+v797//HThPf2YmrL4zPOsO77zzTkpKitlsJklyamoqPDx88+bNK1eu/Nvf/gb03p2RqHcg4nPPPbd69eqtW7dyOByDwQBG1fbs2XPXUTUaBFirduLEidWrV7/88suBgYGDg4P0TDn6MnjymAnQM+juKpuBTquqqvrll1/eeOMNsHnaSy+9tHv37ujoaJlMVlpa+sMPP2zcuPHcuXP9/f0IgiwJqUa6XO7JkKQdQXoHB1MysplsIUcQlZl7q7N3QKbQyP+QagvoX0RNTXc00IdSY5SrjWOT6rbOvtTMfJ4wMiMrf2Bo1EHptOXmO+Qxt3OY3WIRgFJtscjDfCEBSAASgAQWnwA9w1Cv16ekpHzyySevvfbayy+//Io7/PPe4ZVXXtm4cWNmZqbdbne5XCqVKi4u7sCBA2vWrAHRQVSQDv368kx45ZVX9uzZIxKJDAaDxWLJy8s7cuTIP//5zw8//DAoKMjTrQjouAMPkBUVFWfOnFm7du0777wTFhY2Pj4OpdqityFaqs21hCAIlUrlOe/R19f31VdfPXr0qFgs7u/vn5ycFIlE+/btO3z4cFJSktFovKvem5uy93xCuEi90djY3BqXkMIVREqiEksqanoHx6dUerlGTzsXmRlhm5ZttLh6xBON1kSrNbXWqFAbJuTazp6h/KLyiJik2IS0lrYuo9mK4ZROW3JsvaeWoSWLSABKtUWED7OGBCABSAASWGQCtFQzmUw1NTUBAQHffvvtmTNnzp49CxxF3Of1/PmjlMaxAAAgAElEQVTzDQ0NDoeDJEmTyVRRUeHv7//999+fnQln7h3Onj3r5+d369Ytm83mcDgaGxsZDMY333zz22+/paenq1QqWqGBCZAul8vhcEilUoFA8OOPP/7yyy+5ubkqlQr2Phe5Ad07ezCeVlRU9O233/7rX/8Cixhffvnlo0ePJiYmqlQqvV7f1NT0448/btmy5fz58x0dHSiK3js9b/yGJAicIDCC0BpMbbe7klOzheKYmISU0sravqGxKZVOrtbL1X8INlq5LcRMSKVaPyHXdEgHbxZXiqMSImKSSivq5Eo1ipM4SY0BLonhSm+sZmjTohKAUm1R8cPMIYG/RgBMOQGv7pjTEzo8PvlrCS7vq2lcnsWkP4STYTyxwHPqibtarZZKpc3u0NLS0tzc3HKPAK7p6OjQarVgXAtBEKVS2dnZ2dzc3PQAobm5GXhyR1EUTL/s6+trbW1tb2+XyWROp9OzSkAXE3gW6e/vb3OHyclJu90Oe5+eoLzhHIh/HMflcnl+fv53330H5j0+/fTTr7322vHjx+Pi4kZGRlAUHRsbk0gk+/fv/+STTxISEjQazRIT3u4phaSLJEgSxXCd3tjeIc3JLYyMSYxLTCutqO3uHR6ZUMoUOrf7fpNS+4d/Ebfvfr1KAw5qAZtS417GBhazzSxpU2sMs47pUbjpyyhnj0q1QaE2TCl1w2OTzbe7swpuhUfFSaLji0rKh0bHLTY7hlO7XuOUmfS/fXgj8IbfCrThgQhAqfZAmOBFkIAXEADrAnAXibtIgtq5k3rYDuwi6DMvsNN7TCBJ1zSZGS1LO5oGzpq9x1RoiVcQADssgVfguA94d5z7Cpzse3asQQd97pWzPsE9gsdWvCS4jJ5K59GnvIMMbRuIe6/L7ogD3zx2AgiCqNXq3Nzcb775Zs2aNfQ+18eOHUtISBgdHUUQxGaz1dbWfvvttzt37jx//nxTU5PNZlu6FQp2IzAaTf39QwWFZRGRiVExKXkFZbUNHZ3S4ZEJ1ZTK5LnfmkqrV2l0Ko1WpdEqtXqFx1RJeuRNpTVoNHcc6pllaTPXGBUaKlmZQjcwMlld35qUkcMJj2CLJOlZOb39A2arBfxI54AFtwB4I3jsvw2Y4V8nAKXaX2cGY0ACj52AuwNHEARGPRkkcfeUE+oBIXUTojSb512Hfmr42K30sgwpUiSBu1y4W7FRr9RTVdwDl5dZDM3xAgJzunQPatPDRfSM5Xn+oLnC67yPAEmSSqWyqKjom2++Wbt27YoVK5566inglz8+Pn54eBi4DFWr1VFRUVu2bDl8+HBMTMzU1BTt39/7yvSgFuE4brHahkdlpeW10bEp4eL4+ITMvILyhpbuvkHZ+JRarta7vUEaVFq9elqt6ZQa6sNZi9mAGJs1pKbWTjsR8ZRq41Oazp6hkoq6uKQMJj+cwRfFp2a0d3YbTWb3cBp1T7zbj4u+bz5o6eB1kMCiEIBSbVGww0whgQclgJMEgqJ6g2FSLh+fmBwZnxgZl43JpuQqjd5ottjsKIbj1EoBnJzWIdNSjX7GTz/E9xwBeNDsl+x1JOlCCdKJERY7otGbZHL1lEIjV6pNFiOGIZSXaeqAARK4OwHw87n7d3d+6nnl3bqDd149s4mT56cPEsvzenjuzQTA/mlFRUVnz5598803wXja888/f/jw4djY2JGREeDgEcOwjo6OX3/99Z133vntt98aGhqsVusyaAnUzgQEYXM4ZVPK0vJqsSSOzZHwBNFxiZm5N8trG2939Q4OjslkCo1SrVeotQq1VqnRKTQ6uUYv1xrkmj/xFQmkmlpL7a+t0Bjkav3g6FRja1fuzdLwyHgWN5zBEcYkpjY239bqjSiGE+6ZJ/cACyZbEN7cnKBtkIDL5YJSDTYDSMB7CWA4rjUYR8Ynahsas/PyE1MyYhJSYhJS4pPTC26V1Te39Q2OKNU6m91O6TWqz0gJNlAeMOZmtVqVSpVcoZQrVEajmbpzLfcA5uHY7Ha13jg6qbjd1VtaWZtTUJJ3syyvoKSnr99KzTICUs1zuQIcjVzuLQOWDxJYSAKe+6f9+OOPwI+Ir6/vSy+9dPDgwYiIiImJCQzDgB9CnU6XkZFx4MCB7du3R0VFyWSyZeDJk1ZEOEk6UWx0XFZSVhUdk8zhScI44WyeRCCOS07Pu1Ve09LR0zswOjQ6OSFXTam0U2rdlNowRQ2sGT0PJTWGRh1qrQmcUCvTNJSbR5lSOyJTdPcPl1c3JqZmc4WRDLaQzZfEJqY1tbTrdCYUo+6F7tviff63z0yNX8iGAdOGBB6RAJRqjwgQRocEFoqA0+mckiur6psSUzNFETFMrjCYxQtmUkdomCCMHy4QR8Umpt4qrezpGzSabSjuAlLtj/sljo+NjWfn5ielZKam57W0dhlMVuI+t62FKsrjS5ckSZvNJpfLO7u6S6tqUzNzJdEJPFEUiysJ40aE8SSV1U06g9m9gm3WxFG43u/xVdOSyIn+HS0Ja6GRi0gANBUMw9RqdVFR0ffff79mzZoVK1Y8/fTTL7744tGjR2NjY4FOA1fiON7a2vrf//53y5Yt33333f9tuQb2e1jEIsxv1tTu2CRpczhkMnlza3tuflFkdAKXLwkJCw/lSDiimKiE9IycW7fKauua2tu7B6SDY4PjipFJ1bhCJ1PpZSqDTE0dkyqDwuOQK/UTcu3whLJvaKKtu7+stik9tygiNoktkITxxJGxSQW3Knr6hw1GK4qSYHEA/BXPb83C1BaFAJRqi4IdZgoJ/AkBFMcmFcqSiipJbAKDIwxkcAOZvBC2IJQTDo5AJv9GMDsglMMRStKy8vqHxuxODCx1oG5OlB4jUQzt6unlCiSBoVwGW1RUUqXRmTD3gi33DQxolXtKt3vf5P7kSeTcr2clRY3//QmAh/wax/HJKfmt0vK45DSuJDqYLbgRwr4RwgkI5d8I4QWEcksq6jR604wso9cqgJMFMuohywKjQQKQgPcTADNgcRxXKpWFhYU//PDD66+//tRTT4HdzI8fPx4fHz8xMeE5/9xoNCYnJ2/btm3Pnj0SiWRsbAyMtnl/YR/cQmpaBzW2huuN5uHR8frGlsycPHFUPIMtCmbxQ1h8Nj9CFBEfFZuanJ6XXVBSXFlf2dBa39bV0tnb0TvU1T8qHRqXDo719I/29I/2DoxJ+0Y6pINtnf2V9W35xZXJWXnhcUlscRQvIjoqMSUjr7CqoXlkQm5zILSRs24z8P87TQaeLC0CUKotrfqC1j4JBCilQ+0o2toaEZsQzBYGhHIZHLE4Oik1qyC7oCS7oCTD/SiRyQ0PZvGCmBxxVHxbu9Rqc0w7lCOBe0gSRbEuaR9HEBHI4IWyRUWlVRqd2T15H9yz/kSqPQrru9wUp/OcMe5RUr93XAzDpL19kTFxwUx2AIMdyOSGhAlCwkSBofyAUH4Ag+eWasYZMQml2r1Rwm8gAUjgAQgQBIEgiEKhyM7Opv2IrFy58rXXXvv8888TExPHxsZofyFgenZPT8+FCxfefvvtb775pqGhwWw2L9jDqwcowIJdAm4wGEHanU6NTj8wNFzT0JqdXxyfnBkeGR/GE4eyBKFMATNMxBZECCLiIuNTY5IyEtNzUrLyM/JuZd8szSooyS0sy7lJ3fUy829l5BalZObHJmWIoxPEsQkRCSnJ2fkFJeW1TW19Q2NKrdFqR+k5/nOR3uWutGBlhwlDAvNIAEq1eYQJk4IE5oUAteRhYnIyr7CIyRUGMPlBLGFsYmZ5dWPv4NjohHx0YmpoVFbX1JqWmcMXRXAF4qzsgsGhMYfDOf3g1j3HkXS5EJTo6h5g8yMCKKkWfqusRu2WavNipRcmQpIkiqIdnV3h4ghmGIcnFMcmpKZm5EXFpoYyBYGhPEqqVdZr9Ab3PRvoNU+1Bm/lXlir0CRIwEsJADFA75925syZtWvXrly50tfX99VXX/3ss88SExNlMhmGYdPeet3lsNlsmZmZBw4c+Oijj3g8nkqlWn5DaqDCZqaYU3vLYCRhR5wGk21kXN7e1VdV25x3szQxOSMyMp7LEzM5wgAGJ5DBDWBwQ9gCJi+cyROzhREcUSRHGMEVRQoiYsXRiTGJ6QkpmSnpuenZ+SWVNQ2t7T2DI+OTCp3B7HBiGA73rPHSXwo06xEJQKn2iABhdEhg3gmQGI4ODg8np2eGhvGDGAKOKLqsqmFKobE6EATFEQRDEMxgMA8ODldV1ZSXVw4OjljMNgyjdmZCEcxudRiNZp3RqtSaaxramTzJDYYgKCw8u6BscHRKq7foDBaD0Wo2WsBhtThw3EVtEfqHI3tKtLi7FySGEXa7U683qlVauVypVmn1eqPVakcRfHprtztnmRAE4XA4TCaz0Wi2mG1OJ0rgLieCGUwWuVItV6pUGp3eaKYSwAjqCei86iMcxwcGBrKzs7OyssrLK7u6+0ZGp8oq6phhgkAGz5/JK6kCUg30Iu6ou5mOxfxadEcW8A0kAAksAwL0hngYhimVypycnK+//hqsT1uxYsWrr776+eefp6amjo2Ngf3N6REeoOuCgoI2bdp06tSpmpoa4Lh/GTCZWwRqa2wXAQ7SfYLjpNOJWa12g8GsUKgHB0baWjrKSqsys/MTUjNjEtKi4lIiYpLEUQniqITwyPjImKT4xPTU9Ny8gpLS8tqGpvb2zt6+geGRsQmVSmMyWe2URKOcalG5T8/8v8MQ8F99Xm8yd6QP30ACj4EAlGqPATLMAhJ4UALuOzqJos7e/oGE5PQgBjcwlCeUxLe299id1P2I2tQZDJqRJIIgZrPFYrJQAs59r8IwTKPV9w8MNzbfrm5orqhrScksZLIlAaHCQFa4JD69oLSmvKapqr6lqr6lpq6pzn10dfZazHb3igvPPccoW+x2p1qt6+0brq5pzMu/lZKanZ1zs7S8prO7b3JKZbU5cIJ6YupZPJIkJyYmmltba+sam1s7xmQKrcE8IlNUN7Rk5hWmZRdkF9yqrGvqHhhW6gxWJ4LiBD7jtdIznYc7JwjCYDCMjo4qlSqDwWS3I2aLo66pjcER+jN4/ixhcVW91mB0L+ab7QwTSrWHYw5jQQJPGgF6fZpKpSooKDhz5syrr77q6+vr4+Pz8ssvf/bZZ+np6SqVCkVRcCXNh1pMOznJ4/G+/vrr8PBwuVxOqz76muV0MkutTUtWglrHRmA4hmIOu9NotChVWplcOTQ60Tcw2iUdaL3d3dTS0djc3nq7e3B4bEqh1upMBpPVZLFb7Kgdwd2P+SjHIQTpwknqMSMF7Y4b0R8U7/HxHxfAM0jAywlAqeblFQTNe+IIkG4N1jcwlJCSEczkBYTyeOGxVXUtOoMFRf/ktu50OkdGJwqKyiJjEoWRcXxJHJMbGcIQBoYK/RmCYHY4WxTNlcTyJLGCiDihJDZcEisWx2Rl5Y+OyjAUOPoHzhEJBEH1eqNU2neruDwuIU0kjmWyhe614BK+KDo6LjUnv7i9q1el0SEY1R2h6wnHsOaWlvjEpPCI2NjEjJKKhqq61tScImFUIlMQweCJWYIIXkRsVHJ6QVll3/CY0WpHcGyW3qNT+0snYJYR6g70In6HE6tvagtl829QUk1QXFWvubdUm1nD9peyhRdDApDAk0UALDlTKBS5ublnzpxZs2aNj4+Pr6/vmjVrTp06lZqaCvazBlDu+PeI4zabra+vr6WlZWxsDEEQ+j/VciRI/UN1r06efgWrqKdfZ8QV9fyRdGE4gaCYw4la7U6TxWa22Ixmq9liczip3dHAf+bZT9PcSU/rtOWID5YJEgAEoFSDLQES8C4CVCcAx4dGxlIysoOY3BshXAZXkp5dKO0d0hlMKHq/G5PT6RwYGk3Lymdxw0PYoiCWwD+UGpfzD+XdCOH4h3ICmdwAFj+AJQhiCYKZ1BHCFMTFpfb1DSPUhMaZ2SIEqdUaGhpa0tKzBaLIIAaX2iSAxQ9k8gIY3EAGP4QlYnEl8UmZ9Y2tap0OxTD6iSaGoFVV1WyewD+YGxwmlsSlS2LTGfyYAFZ4YFh4AEsYGCbyZ1JzEVmiqMz84u6+QbPdirldK89LTXh2jFwulxPBG5raGGE8fwbHn8mjpBq1Vg2UdF4yhIlAApDAk0UARVG5XJ6VlfXtt9++8cYbvr6+K1aseOutt86cOZORkSGXy3Ecv48Gw8Bsdfek8ycL3J+VFgxCer7ec7Dsz5KC30MCy4YAlGrLpiphQZYPAZIk5QpVYUkZkyu6EUJJI64wKiP7ZlPL7TGZwmixY9QWan88mqRLjqLopFxRWVOfmpUXn5odl5oljk4KdnvUCGLy2cLI6MS0+NTsxLSchLScpPTc5LTclNScwsLyiQk5hlGL1aikSBfiQLu6+2ITUpkcYVAoJzRMKJTER8enJabmxidnCyPiQt2rwEPCBDGJ6e09Aya7A3PHJVwuO4KWVtUwuCK/EN4NBj+EE87gSrji+KjErMSMgvjUXHFMMksgCaBUKCdMEJmVXzQmm5yvgTUaBX0CpRqNAp5AApDAQxOg9YPT6RwfH09PTz9z5syuXbvefPPNZ555Zt26dd999112djbQaffPZdbjpPtf/GR+O0Pb0+3TA26pAudGPJlNZjmXGkq15Vy7sGxLlABJkmar/XaXNCYxNZglCAjhBoZyOQJJdHxSflFpS3v3mExhMJkRFLtzP2vq7maz2WVT8r7BEenASGffUGFZNZMbTrnVChMkpefUt7R39Ax09Q119w9L+4d7+0f6+oZHR2Qmo4Xyn0XJPxLHCbVKW1BUyuSKAkI5oWxhVFx6cXl9821pV89Qe1d/aVV9VEJKKFfkz+AyuOL84soJudqB4eAOaUexksq6UK74eijveggngMXniuPyiiqabku7+oY7e4dqGltTMnO5Qsov5Q0GVxgV19TWYbTaZpaO/TGXcl6qD0q1ecEIE4EEnnACQF8hCDI6OpqcnPz1118fOXLkxIkTW7duXb9+/XfffZeXlzc1NYWi6BMOal6LT895pDXbn94gZuaGzKsdMDFIYBEJQKm2iPBh1pDAPQlghEup0VfVNUmiE0NZwoAQjl8gI4jBZgvEUfHJOQW3Wm53Tik1VjtC4CCR6Rl9lBNIDEMw3IESZjvS0t5NDWExOKFswc3i8imVzurEnRjpxEgEI1GURBECRanZOjg+PbXSZrVLe/ojYxP9Q8ICmVxJbHJFdcvElMZodjicmN2BTym11Y0tkfGpQSxBIFMgiUu93d1vc6KEy4WTpB3BSyrr3VKN6xfKZfAl2YUVI+Nyk8XuQHD3jqimji5pclpWKCf8Wgg7hCvKLSqdUmux6VvwPDuFhFLtno0MfgEJQAIPTADsBTI6OpqYmPjVV1/t37////2///fll1/u3bv3p59+KiwsVCqVOD797/iBU4UX/ikBWqQ9+KjaA175p1nDCyABryAApZpXVAM0AhKYRYB0uZwYOaXS1TbeTkjO5gqjgpm8IAY7MJQdGiYI44mj41Pyi8q7eoYMBotbZYGb0x/J4KTLgRKtnT0svjiQwWWwBUWlFSqdESVc0+NXHk8nPSfkaLW6isoankgSEBIWxhfn3CwdGJJZ7dQYnjuQDgQfGp/KKihl8CQ3QrksUXRlQ5vViQKxaEOIkqr6EF741VBOYJhIFJXU0Nxl0FtJzEVlTLpIHNdp9aUVNWxhlB+D5x8mSM7KH52UowSwa57vslCq/dEm4NnSJzAzMczj17v0C7UkSoBh2MTERGJi4tdff/3JJ598++23R48e/fe///3rr78WFRUBf49LoiDL3UjPgTj4M1nutf1klA9KtSejnmEplw4BMI0Q6BWUcGmN1u6+4cKSioiYBDY/nMkRBoZy/IPDAhgcJl+SmJ7X0tajM9oQ91qxGcVFdecI0oUgeEdXTxg/PIDBDmXzCksq1DoDOjN65oGEynMmrmtySpmde5PFFQeF8gXiuLLqpvEpndGKWuyo2ea02BGTDR2RqYvK69jCqAAml8ELL6+qt9icwHIHQk2ADOaEXw/lhXIlSem5fQMjNptzZh2cCycIB4K2tHdLYpL9GfwgtjAmMb1/aNSB0J4kH/X+CrqzoIAOBKtvbgsN4/uH8vyZguLKJrXe/KgZeLCDp4+BgGeFguyAL1Tw8ID23wDa8NyLH9zCWXHpH8WsFMBlc1+nH2a4v5gVhX57rzTpC2adzM3FvYPU9Md02e8aC3w4N4X72HCfr2Zl8YS8pf3KajSa5OTkU6dO7d279z//+c+nn366bdu2H3/8sbi4WK/Xw3mP3tQewL0I/pv3pjqBtjwCASjVHgEejAoJLAwBz6eCuMtlc2JTSs3tTmnBrZK4xFSeKDI0TBDA4N4I5YRwRIlpuS0dvTqTjdoTDeght+4iSReK4p1dUjYl1cJCKKlWrtLq3X6PZ9lNDWeB/pyLdI1PTKWk5zA54iCmkMWNTM26WVbTUtPUXt3YVt3Y6j5uF5bVxafmhHLCg1h8Bje8pLxaqzeBG6OTWqtWG8KV+IUKGLzIjNyi0XEZik6vZAMS1InhHdL+mKTMwDBhIEsQHZ/aKe2z2h3z1U2cLou7lG6p1jot1RjC4spmtd4C7+GzWoD3vwUqCMdxbCaAXRnAJyiKunfCpb6lr8Hd4V6NCnTBwTUgSXBOvz5IRODoj1aM95dqIMcZ8+/4i+OU/9VZOYK3tJ0gAiipZ+T7qDUahef19Dn9LQ0BnMwyw/vbxsJZCOAjCDIyMpKcnPzFF1/s2LHj8OHDR48e3bNnDxhPU6vVcN7jwlUBTBkSgASgVINtABLwRgKeao1wuVCcsNodk3JFR1fPrdLK+ORMjigygMG5EcJm8iTJmflD41MIQVKOQagw3etDUbyj8w+pdrO4XKXR3U2qTSsX0FccGZPFp2SEsMMDGILgsPAwQRQ/MkEYkySMTuBHxfCjYgSRcbzw2FCOOJglDGTyGVxRUUmFUq0DqSCUVKsJ4Yqvh/CZ/MjcwrJJuRJ3WwZWoVHFIciegZGE1JxgtiiAxY+ISWpp6zSYzPPVR5wuv5sFlGre2L4fzCZaq5AkabVaNRrN1NTUxMTE8PBwf39/V1dXd3d3b2+vVCrt6urq7Ozs7u7u6enp7e0dGhoaHh4eHx9XqVQOh8MzN5AmjuMWi0Wv16vVapU7KJVKcAJezWYzhmGeEcE5QRB2u91gMHherFKpQDoajcZms81txmCZk8Vi0Wg0syKqVCqlUqlWqy0WC3rnzomgGdvtdoVCMTIThoaGZk5HBgcHx8bGdDodgiBzM3U6nZOTkz09PQBO55zQ1dXV09MzMDAwOjo6MTGhUCiAGXct+FwUT8InoLqHhoaio6OPHj26bdu2jz/++ODBg4cOHfr999/Ly8sNBgPQaZ7/c54EMrCMkAAk8NgIQKn22FDDjCCBv0aAVmu4iwQeOxAcs9nscoWyraMrI+cmVxgZEMrxZ/BYfElLp9TqRDCCcO8YNt1tAFKNI5geVSsqrVDffVQNTBcBCs81Oj6ZkJoZwgn3DxUEMoXBYaJQjpjBDWfwRAyekEkd4SyuhMmRMDnhTI6IK4wsLq1Saw1gqdm0VOOFXw/hMflRuYVlsikVTlCbnIIhNVqqxafmBHPCA1kCSqrd7jQYTXO7m38N2d2uhlLtblSWxmdA4Wi12r6+vurq6qysrKioKKFQyGazAwICLl26dOXKFT8/v2vXrl2+fPnChQsXL168evVqUFAQk8nkcDhCobCwsFChUHhqD4IgcBw3Go0dHR15eXmpqalpMyE1NTXFHdLS0hoaGiwWy6wG6fawapNKpfn5+eDKlJQUz1gFBQVSqdRisYD5mXR0HMflcnlNTU16enpSUlLynJCZmdna2qrT6WaNzyAIMjg4mJmZKRQKORwO1x3oEy6XGxERUV1drdVqwbgcXa8IgoyNjaWlpQUGBl5yh8uXL4MT+vXy5cvXrl0LCQnhcDgSiSQ+Pj4nJ6ehoUGpVGIYRhtPp/kEnlit1r6+vqioqM8++2zz5s379u07cODA0aNHL168WFFRodVqZ1X0E4gIFhkSgAQWmgCUagtNGKYPCTw8AXrG/R8nJImimMls6ZIOpGbkhYYJ/UN5gUxeSWWtWm9Ap91B3iHV2ECqhXELSyrco2rTXkU8zPrD6SJJTYCUp2bkMrmSIIYwmCUSShJiEzNTMvJTM/JSM3PSsnLTMvPSs/LTMvPTMvPSMvMysgtab3ebLHZqjiO15TRWUlkdyhNdD+WyBNG5hRWTUxpqFziXC3dR435AqnX3DUUnZgSxRWACZHtXj9linbbbw7JHP4VS7dEZLmIKOp2uoKDg2rVrX3zxxeHDh/fs2bNr164dO3Zs2rTpgw8+2LZt2+7du7dt27Z58+YPPvjg3Xff3bBhwwcffLBly5YdO3bs37/fz8+vq6vL6XTSRQDyb2xsLCIi4osvvtjnDvv379+3b9/evXvB2wMHDvj5+clkMk+NB0arDQZDVFTUyZMnP54T/v3vf58+fTouLk4mk80STjiOt7S0XL169dChQ3vvDPv27du/f/+JEyf4fP7g4KDnbEaSJE0mU3l5+c8//7x3797du3fv3Llzx44dOz3CsWPHBALByMiI51opMAjZ0tJy6dKlnTt3rl+//v333//oo48+/PDDj9xh48aNH3zwwYYNG8DnW7du3bFjx549e44cOXLu3Lna2lqrlfox0tA8T8CP9F7fel651M9RFJVKpSKR6Pjx47t37z548OD+/fs/+eSTa9eulZeX07r6SUCx1KsS2g8JLGkCUKot6eqDxj8RBO4qYORKbXFZDYMTfoOSavz84vJJpQqjpNr05tgEtVaN6OiUglG1IBYnu6BIJleiGLUqhup3Th8k6XLHmumZyRXqvJslbH5kQAg/hCVKTM2ta2jvGxgbGpENjUwMDo8PjUzQx/DoxPDohL4kS3AAACAASURBVFZvQlDKD6XL5UJQrLSyJpQnvB7CpiZA3qyQTWpAXjhJ4iSBk4QTw1s7pKKoxAAm35/Bi03KkPYO2uwOz37qQ1ftHT0n0uVwopRbEbbAn8Hzd69V0+itlD1g/PGhs4ERHwsBuVzOYrH27du3fv36DRs2bN269eDBg0ePHj1+/Pjp06d//fXXixcv/v7777/88suZM2dOnDhxxB2OHTv26aeffv755zweb2hoCEEQ2lj3zoH4yMjI/ymcY8eObd68edOmTUDAfPTRR5s2bdq8efP27dvPnTsnl8tnNUiSJLVaLZfL3bt3Lx3F8+To0aMSiWRyctIzIhjHq6+vP3fu3Pbt20EumzzC5s2bDxw4wGaz+/v772i9LpfVaq2vr798+fLJkyePHTt2/PjxYx7h+PHjZ8+ejY+Pn5yc9JRqLpfL4XD09PTweLzTp08fO3bsq6+++vHHH3/yCN99992pU6eOHj165MiRAwcO7Nq1a/Pmzdu2bTt16tStW7eMRuMsS+j1eHf9d0TjXQYnoOAIggwMDAiFwmPHju3evfvTTz/dvXv3vn37rly5Qo+nLYPCwiJAApCA9xOAUs376wha+EQRoNQOQbgwDEMQZHrtCkH1jsBDfZfLhRMkTrrkan1pZUNImMgvlBvIEhSWVcnVaozACCo2mDBJrXDr6ukTiCMDGGEBjLD41AzpwDBwtEh1vCjhRB3TL27tQpIuvdFSWdvEE8feCOEGsYTRiRmNzZ1qrcnmwKx21H1gNrv7cKB2J3VMz7x0G+lEsLKqGgZXeC2YxeBJMnOLh0emnCi1wTbhIjESQ3HMaLFW1jbyxLH+DEpnJqbnDY5M0BryEet7xrUDJcYIwuVwYnVNbSGUVOMHMEWUWxGdhZqQSRAoSWBuqx4xRxj9UQiArj/w3zA3HaPRmJmZef369cuXL3O53PT09JKSkoqKiurq6oaGhra2NrAQq729vbm5uba2tqqqqqKiotIdqqure3p6TCaTp3ACWZhMpq6uruLi4tzc3Oy7hbq6OqvVOms6osvlstvtHR0dBQUFWXNCTk5OcXGxVCoFOdKSBkg1pVLZ0NCQk5MzJ15WTk5OYWFhV1eX0Wj0NBVEVKlU7e3tlZWV5eXlFXeGysrKurq64eFhu90+y1Qcx00mU09PT319fU1NTVNTU/udoaWlpbq6GrAqLS0tKirKzMxMSkrKyckZGRlxOO7w8YPjuNlslsvlU1NTZrMZyEIw929ulS31TwiCcDqdg4OD/zfOeeTIkY8//vizzz7bs2fPxo0br1y5UlNTo9FoPKtpqZcX2g8JQAJeTgBKNS+vIGjeE0eAJF02m2Nycqq3t29kZFyjMdptqMOBIwiJoi4UIxwIZrEhPQMjadk3A5iC6yHcG0xudWOr0WrDSYKWahhBIDgxMDQSE58czOL4M8L4kqiyqjqlSut0ogiCgVf3iQNoQsDa7sR6B0aj4tICmYIAJj9MEJmZXSjtHdbozDYH5nCSTsTlREknQjoQwu7EELdApKSkOzgQtKSiOpSSamxqcmNCektrt85gcqIYRpAIjpmttv6hkdSsPCZP4vZKIs7IuyWbUlESc2Zkbyaxv/CX7vFjGGa32xEEcTgQux0xmKyVdQ3BYXxKqjGEReX1U0qd1YbY7IgNcTowFCNwktK2j5T7XzAUXupBACg0p9NptVrtdjuK0hs2TF8EfGNIpdLe3l6ZTGaxWBB3AO4fnU4neKIB3tLeEXF3wNxhbq8aDKyBpyHOmeC4MwBL7hoXwzCn03nn5dQ7p9MJzJgby/38hUBRdG4sENHhcCAIQriDBx6qTWIYhqIogiCgsJ7F98zOU+t6/hY8rwfuMWmfmSA6SB/YZjAYjEbjrAE6WqCGh4cHBwdnZWWNjY2hKDpLHHqavaTPwTK/8PDw/fv3b9my5dChQwcOHNi+ffv//ve/hoaGWXJ6SZcUGg8JQAJLggCUakuimqCRTxABkiB1Wl1jY1NaWmZmVn5pWV1Tc1dn9+DAoGxweHJkTN43ONbaLs0uuMWTxAQweTcY3DBRRFf/AILjbr8d1OAVcEOCEsTE5FRWTm4om+sfygoK40XGp5RW1rZ3SvsGhvsHR/oHhvv6h3p7+8bHJ+z2aUd5OE5qdMZbZdUcUXQQSxDI4HMFUWmZ+dV1zZ3Sgf6hicGRyaHRyf6hcWnfcHfvoFKjB6vUQAfR4USpCZBcargvgCkI40emZxQ0tnQMjEyMTiqGxiZud/XkFZYII2ICWYIABo8vjq2qb9GbrMAjykPXNMgdwzC1WtPdLe3qknZ0Sds7e1pud2Xk5AeH8QIYvEAGLyk9r765vaOrv7Orv0PaNzgypjMYUPSPCXIPbQCM+FcJAHXhcDgGBwfLy8tra2vnjlfQsgq4xZ+VBah08OFddf5dP6QTmRUdvPX8kL5yfk88M6Kzo0/m5nWfUoCvPF/BQwfPLECCcxOZFYuOOMsAkiQtFktFRcUPP/ywefPmI0eO8Hi85uZmhUIBZpbex/JZSXntWxqFw+Ho6+uLjIz89NNPN27cuG/fvsOHD+/bt+/SpUvt7e1ms/muOtxrywUNgwQggWVAAEq1ZVCJsAjLhwDVMcVw+eRUaWm5QChhsoVMjpgrjImITU1Kz0/NKkzPvpWaWSCJTmTwwoPYAn8mh8UPzyq4OT41hVNTGqnlYsDRIk6SGEnoDPra+npBuDiQEXYjlBPEErB44uiE1ITUzLSs/OT0nKSUzJSUjJqaOpPJAjiSJImg2NCYLDWrIEwY5R/KCwjhMjjhXFFUdHxqQmp2SmZ+amZBcnpebFJGbGJ6e3efzYF6jqq5pVq4W6oJQ9kSNjciMj41OTM/p6gsLbcgMiE1TBgRFMa7weQxeOK0rPyh0QkbSnlG/8O9ycNWqcPh6OzoSkxMiY1LjIxLioxLjohJ5AolgUxuIIMTEMoO44lFEfGRMcmRMSnR8an5hcUDQ8M2mw2Oqj0s8oeMB2b3mUwmqVQqFAq//PLLCxcutLe3z3IB4ikwPM8fMlcvjua1pSNJ0uFwSKVSDoezf//+N954Y8uWLf/9739zcnLGxsacTueykWoOh6O3t5fH4+3fv3/jxo379+8/dOjQ4cOHr1692tjYaLPZoE7z4h8QNA0SWLYEoFRbtlULC7ZECRA4rpQrysoqwsXRoSyBfyjPvWZMwOCKGVwJkxvB4EiCWEJ/Ji+ILeBJotOzczulUpPFPKPRqCE1egczu9M5Ojqad7NQEBEdSE0C5N1g8ILYoiC2KJgtCmGLQlgCHi88MzNHq9XPEKMWeRnN1nZpf9bNElF0QihHHMgUBDL5wWH8EHZ4KEfsPsJD2JTj/rKaRp3R4l5PR+k1hxMtq6oFo2qBLBFHGCMUxYYJohj8CAY/IoQnCmQL/Zl8fyafIYhMSMtpbuswmEyo27cJ7c2fFn4zJj3oX5vN1tDQKOCHs8J4wWGUwUEsbiCLc4PBCWCyg5nswFBOEIMfwhKGsoRMjig+KbWru8dqtUKp9qCI5+M6MFZmtVobGxtZLNahQ4c2bNjw/fffd3R0eM6+WwYaYD5oLXIaoLKMRmNbW1t4ePjJkyc3bdq0fv36zz//PD4+fmhoaBmoNRzHbTZbR0cHl8s9cuTIpk2bPv7443379h07duzGjRv19fU6nW6RqwFmDwlAAk8qASjVntSah+X2VgIEQZpN1q6u3vy8W5HRSVxhFJMrZvEkTG54KDXIFs7iisP4Eo4oIjoxtbi8urdv0GA0uwelgJ9F2rWj2z8+SRitlv7hkaKyyuikDLYwiskTB4cJQtjCkDAhgy1iccMFAklmRq5GrQcrxUAqKE6abI7hMVlFTUNyRp4oMp4rigrjS8L4lCXUwQlncEQCcUx5dYNGp6OfNzsQBEyAvB7CYfAi4lNycvKKE9JyuJLYUL44mCsK5orCRFE8SWxablFrV5/aYEZwEqeFptsv5cNVDkmSdru9paVVIongC0QcoYQjlLCF4jDqoE64QjFHIHEfERxhBC88OiUjV9o3YHNP/vTaYY2Ho+HlsWw22+3bt69du7Zjx4733nvvyJEj0dHRs/ZAg/rZGyoRzFPFcdxut4+NjZWUlFy+fHnjxo1vvvnm8ePH4+LixsbGZrkh8QazH9AG8Ku32WxdXV0MBuPf//73jh07jh07BjZRuHHjRl1dnV6vn7VtwwMmDi+DBCABSODRCUCp9ugMYQqQwHwSIEkXhhJGo21iQtHVPdDc1lXX2FZe1VBUUnnzVnlhSWVpRW1VXXNjy21p3+CkQm2zOXGMuJc/DsotAUnYHM4JubKjZ7C2+XZpZV3BrfK8wtK8wtKCW+XFZdU1tQ09vQM2uxOINPqVIF02u1Ol1g2NTLR1SBtb2itrGotLq/ILS/MLSwuKysuq6htbOkYn5BarhXBv6UaJJQSh9lXjhl8L4bAEkVn5pZ1dA939I03t0vLapqKKmqKK2qqGlpaOnqFxud5sR4k/tsZ+6ME0epmNe62auqOjo6W1tbmto7mto8njAJ/Qry0d0t7BYY3O4HY+Cd2KzGczvk9awFVGT09PQEDAtm3b1q5de/Lkyfj4+OHhYTA+4xkX6mdPGotyTi97o5ymoqhOp2toaLh+/fqmTZveeOONkydP3rx5U6fTLd2aomZNd3aGhobu3Llzw4YNBw4c2L179/79+8F4ml6vh6O7i9LwYKaQACQACECpBlsCJOBdBICLeQxzIU7CZkMsNqfZ4tDoTHKldkqhnlJo1BqD3mgxW+02h9OJoIR7R+v7dyaobX8x3OrE9GabSmeUKdQTctWEXDWp1Ci1er3RaLXbMcp7pFs1udMCzujcD9RdCIJZbQ6jxarRGRRK9eSUUjalmlKoNTqT0Wy3OzEUQ+8l1W6WVMumNBY7arY5tQbLlEorV+t0RovF5kQxl3snNor/9IDgo1UF8B6O47jT6bTZKT5/ejgclNc+ujP6aPnD2A9EAEXRoaEhPp+/efPmt99++7PPPktJSZHJZMAFomcSsF48aXjJOdgGoKWlxc/Pb+PGjZs2beLxeMPDw0vUISSCIH19fQwGY+vWrf/4xz9ee+21jRs3btmyxc/Pr6WlBfp79JJWB82ABJ5kAlCqPcm1D8vuvQTAPtb0WJlbv5EEMXNMKzPah8j0iNB9HmyDS8Er7qI2vaYPukMMBrXcb90eSqhN16hVb6R7DwDcReDUbmQ4huMoTqI4tb2b29WkC1wGhrY8R9WY/IiC4qpJuZYgKVVGHaAIVMH+GEK7j9l/qYamqVAb01EBI1zug8QIAgcf3fkKrqenbv6lvODFD0eAIAiFQpGYmHjgwIFXX331k08+SUlJmZycxPHpndlnJUvX6azP4dtFJEAQhMViaW5uDgwM/Omnn5KSkkANLqJJD5c1vX/a9u3bn3nmmaeeemrVqlUbNmz47bffGhsbLRbLfP1rejjzYCxIABKABFwuF5RqsBlAAkuPwEwHgp6rSMmpe3VqpwWYW5uR1L7Qdyxm+0MwzWCYSYlSVW4NRiksSrCBPaUptUiJtGmd5nKBTbSB9Jo1AdJTqs0yj3JWCayZyXd+/9LFdEtCSlG6N7t2b2QAtjOY0cHLdSff+eU5X6khCNLW1vbrr7++++67O3bsEAgEo6OjwOc7PYvVM69ZzcbzK3j+2AjM/MP5I0OCIIxGY09PT1NT0/j4uNPpXFqPPAiCcDgc3d3dbDZ79+7dL7zwgo+Pz+rVqz/88MMrV67U19dDnfZHZcMzSAASWFQCUKotKn6YOSTwFwnM7TOBBGb01VzlNT16NTOqNiNQ7p0vndRML/mPNEHupHvfNtpbo1vG4UAAki7SjjrBWrXrwRwmP+ImNaqmcQ+pUeKMTsvjdKEXidFDiZ4mg9FCqoj3JgG/mX8CDoejrq7u3Llzhw8fvnHjRmdnJ703F8hsVo3MNML5twSm+OAEZlUKiAiGqMGG2ktLp1GOah2O/v5+Fou1devWZ5991sfHZ+XKle+///6lS5eAX37Y8B68ecArIQFIYEEJQKm2oHhh4pDAkiRw/24KkD6eumfGfSOlyByYs6SqisEN9wtms3iSm8UVE3LVzFRJ93zKJYkEGj0/BDAMm5ycLC0tzcrKamtrA2uBgBK4f6ubn+xhKvNE4K7ibZ7SXqhkQAMDrizb29tDQkJ27dr13HPP+fr6Pvfcc/R4ml6vX3LKc6GQwXQhAUjACwhAqeYFlQBNgASWFAFPqTYzJjXjkcQt1Uqrqlg8sX8IJ4wnvllcPiFXAqmGuYfjZqIsqTJDY+eJANhP2WAwaLVam80Ges9Lsd8/TzyWYTJeW5ugsdntdqlUymAwduzY8eKLL/r6+q5cufKDDz743//+V19fbzKZlqh/lGXYkmCRIAFIwE0ASjXYECABSOCvEaClmodvEA+phjqq6uqFklgWVyyMiCkur5xSqYF/EijV/hro5Xs1VGjLsm5BtXoWzatkG0EQNptNKpUymcw9e/b84x//WLFixcqVK995550rV67U1dUZDAYMw+aWwrNE8BwSgAQggcdMAEq1xwwcZgcJLHkCnlJtpjC0VMOdiGNwZKSqtqm0sq6ipr5nYFBvtgDvfuAVjqrNQIN/IYHlQADoMbBTNljARis0+sQbyolh2MDAAIfD2bZt27PPPuvrDuvWrbt48WJDQ4PZbIYehryhmqANkAAkMIsAlGqzgMC3kAAk8CcEPAbT6CunpRpBUp78EcRptdlsdrvVZrcjTozACGqR2n3ch1BOPui04MmyJABH0pZltYLfNYZhcrm8o6NjYGDAbrcDzeM9Oo3yTGu39/f3i0SinTt3/uMf//Dx8QF++S9evNjU1GQ2m5dr7cByQQKQwFInAKXaUq9BaD8ksAgE5uiqad/4bhf8YE82yrWiW8BRrvFJtxK7d9dtTnqLUCaY5YIQoCudJEkcp/a3W5BsYKKLSsBqtWZlZZ0/fz4sLKy/v9/pdC6iOXSTc81ssWi323t6ehgMxrZt21avXg388m/YsOHatWttbW1WqxU2y0WsL5g1JAAJ3J8AlGr35wO/hQQggYckMD3Q5hZsIAnPLtRDJgqjLTUCYDANwzCdTqdUKi0WC5xmttTq8M/t1Wq1wcHBW7Zs+eKLL4qLi00m05/HeSxXgN26Ozo6QkNDd+zY8cwzz/j6+j777LNbtmy5fv16U1OT1Wp9LIbATCABSAASeEgCUKo9JDgYDRKABO5PAEq1+/N5cr4lCEImk+Xn56ekpLS3t8PNhZdf1Ws0msDAwPXr1+/Zsyc+Pl6v1y96GcGDIavVCvzy79y584UXXvD19f3HP/6xZcsWPz+/lpYW6O9x0asJGgAJQAJ/SgBKtT9FBC+ABCCBhyEwV6o9TCowzhInAOY9NjU1/frrr6dPn05JSVGpVNAf+hKv1dnm6/V6sVi8adOmzZs38/l8tVo9+4rH+B60LrA+7fbt24GBgTt27Hj++eeBX/6PPvooKCiotbXVYrHgOHB19BiNg1lBApAAJPAXCUCp9heBwcshAUjgwQhAqfZgnJb/VQiCFBcX7927d+vWrSKRSCaTwaVBy6zWjUZjUlLSjh073nvvvcDAwImJCQzDFquMYDwNRdGOjg5/f/9t27Y9//zzPj4+vr6+GzZsCA4O7urqAjrtvr6OFst8mC8kAAlAAncQgFLtDhzwDSQACcwLgRmfIsCzyLwkCRNZkgQIgrDb7Tk5Oe+9997mzZvFYvHU1BRctbgk6/LeRlsslry8vH379q1bt+7ChQv9/f0Igtz78gX8BjwFsNvtw8PDLBbrvffeW7FihY+Pz9NPP71u3borV64MDg6iKApb4ALWAUwaEoAE5pUAlGrzihMmBglAAm6/+55DatDl35PcKHAct1qtycnJb7/99s6dOxMTE1Uq1ZMMZFmW3W6319bWnjx5ct26defOnevp6XnMo2q09CJJ0mw2Az8imzdvfvbZZ318fJ555pmPPvooODhYKpU6nU563wg61rKsFFgoSAASWB4EoFRbHvUISwEJeBeBaef9btkGPfF7V908XmtA1zk2Nnbt2rUff/xxamqqTqd7vCbA3BacAIIg7e3tX3755VtvvfXbb78tllQjSdJms7W1td24ceP9999fvXr1U089tXr16q1bt4aGhgKraJ224FBgBpAAJAAJzAcBKNXmgyJMAxKABCABSOBuBEiSNJlMsbGxb775JpBqWq32bhfCz5YwAQRBurq6vvzyy7fffvv333/v6elBUfRxlgcIMJPJ1NDQcPXq1U2bNq1YseKpp5567rnndu7cyWQyOzo6HA4HWJwGB9MeZ9XAvCABSOARCUCp9ogAYXRIABKABCCB+xGwWCyJiYlvvfXW3r1709LS4Kja/WAtze8wDBscHPzll1+2bt3q5+c3NDT0+CdAWiyW+vr6K1eugPG0v/3tb88+++z27ds5HE5XV5fNZoMKbWk2Lmg1JPCkE4BS7UlvAbD8kAAkAAksKAG73Z6amrpu3bp9+/alp6dDqbagtBclcQzDxsfHL1++vHfvXg6HI5PJHrMuslqtLS0tV65c+fDDD1euXOnj47Nq1art27czmcze3l6Hw0GSJNx7fVHaBswUEoAEHpEAlGqPCBBGhwSeRAKgH/aYe2NPIuhlUWa73Z6WlraMpZrnDwHMxKO9wHt+Nasy7/PVrCu9/y2CIFKp9Kefftq5cyeLxQL7MdAoFtR+kiQRBGlra7t69er69etXrVrl4+OzevXqLVu2hIWFDQwM2O12uD5tQasAJg4JQAILSgBKtQXFCxOHBJYhAdI17TSEJKFzx2VYv/NeJIfDQUu1tLQ0sFZtOQmVWcSWcdFmlZR+a7fby8vLjx8//t577129erW/v3+BHOJ7sgXnNputp6fn2rVr69atA5unrV69etOmTVwud3R0FOwZ4BmLthmeQAKQACSwJAhAqbYkqgkaCQl4FYFZu6bdIdjmfnfH115VDmjMYyEApNrbb7+9f//+jIwMMAFyOfWecRxH3QFxB6fTCU5wHKc3+/YsL0EQKIo6HI4F0jOPpVapTOhC2Wy2srKyI0eOvPnmm+fOnZNKpTiOL5wZYCojjuPA3+Ply5ffeustX3d48cUXd+3axefzR0dHMQwDFtJ20icLZxtMGRKABCCB+SUApdr88oSpQQJPCAFqYM3d77ljDQhOuHBy+sDc5yhOYlCrPSGN4m7FBPPT8vLytm3b9p///Cc/P99kMt3twqX6GY7jZrN5ZGRE6g7t7e2N7tDR0aFQKJxO59yCIQgik8na2tr6+/stFgsQHktxkh49xRFBkObm5lOnTq1du/a3335bUKkG/uO4XC6z2dzc3HzhwoW33nrLxx1eeumlgwcPisXikZERDMNosKAKaGvn1gj8BBKABCABryUApZrXVg00DBLwUgLUuBk5fSAobrHadXqjUqmZkqsnJhVjsqkxmXx8SjGlVCs0Or3JYrY5cYKAz7O9tDoX3iwURVtaWq5du8Zms1taWoDP9IXP9nHkgOO4SqUqLCzkcrkMBoPL5TKZzEuXLp07dy4oKCgpKam5uVmj0YDRM6AxEASRy+U5OTl+fn48Hq+5udlkMi1Rjxf0jxpBkM7OztOnT4N91RZIqtFaiyAIm81WW1t7+fLld95552l3ePnll48cORIeHj46OkoDp6PQpj6OZgHzgAQgAUhg/ghAqTZ/LGFKkMCTQYAgXA6ENBhtU3LNwNB4R1dfbX1LcWnlrZKK/JvFWXmFGbk3swtuFZZWVtQ2Nrd3dfUOyqbkZrP5MfvvfjJqYwmUEsMwrVbb3t7e3d29dN0/3rWvb7FYSkpKfvrpp2PHjv3yyy+hoaEBAQE//PDDyZMnT5w48cUXX5w/fz47O3tiYgJMxrPb7YODg+np6ZcuXTp16tTXX3/NYDCam5vNZjM9VXIJ1OiMiTQTsK8akGrnzp1b0C2wwU599fX158+ff//994G/x3/+85+HDx+OjIwcGBignwXQo2q0YJsxHP6FBCABSGDJEIBSbclUFTQUElhEAnSfzOVy4ZhLZ3B094wUl9SmZ96MjU8XRyQIRNE8YSSLLw7liUJ54UyBJCw8UhAVL45Ljk/PLi2vGhkZtdvtoD9KEgTlmgSGJ4YAiqJgBdeCLmF6/Di1Wi3j/7N3HX5NJV37H3lfEREFBcUV14JtEVexFyyLCqKoIAIioiKg0qR3klBC7xB6l24ooffeAqT3kF75lsx6vyz2teG+9/z4hZubuTNzn5l7Z545Z84JCzM1NbWzsysrK+vp6enr66uvr0ej0Q8ePDh+/PjBgwcdHBxqa2vZbLZMJiORSDk5OXfu3HF0dIyIiHjx4sWdO3cQCMTExIT6QsbPQi0geimRSIaGhtS1auq38xXbRalUyuXymZmZqKgoY2Pj9evX/+c//9HU1Dx8+HBERMTExIRYLIZeVgDGnwXMr4gSnBWMAIzAvwkBmKr9m1oTvhcYgW+FAJj9KBVLCrmSL5DOzFLqG3Gp6flIVHJYRGxwKDI4JDooNDogNNo/NNI/NMo/LDogHBEYiQqIQIajErJzC9pwnQQimccXSoGvBZiqfau2Wu35QjPpVVjRFXWTy+VClYjFYplMJpFIxGKxQCDgq4TH401MTLi6up4+fTosLGxiYoLH4wmFQgaDgcPhoqKirKysTExMLl++nJCQMDQ0NDs729bW5uPjc+bMmSdPnlRUVKSnpzs4OLi7uzc0NNBoNC6Xy+fzIV3QKsRnRZUguCCqtmfPHldX15GRkW/EyZVKJZ/Px2KxDg4OmzdvXrNmjYaGxubNm69fv15WVra4uAhVCTpYUWf4K4wAjACMwM+FAEzVfq72gmsLI/C9EVB5dFQql5YkMrlAKKEzOKPjs7X1rcmpeeGR8cGhqKAQZFhEbHhEbERUXGhkTGgkKjQqJjgyCiUoFAAAIABJREFUJigcGRAWHRAWHRiGCI+OTUrNLK+s6ekfItPoQokE6NWA1/9lV3Lf+7bg8mAEPoQA8IZCp9NHR0f7+vpGRkYIKhkeHu7o6GhWCRaLTUpKunv3bkRExNjYGJ/PBznKZDI2mz0xMVFfX49EIp2dnZ2cnJ4+ffrkyRNHR8dLly7duHEjNTV1ampqenoag8E4Ojo+f/4cg8HU1tbicDgmk/mzbF2D6JD6XjXgARJ4yf8QxJ//m1KpFIvFQ0NDXl5eu3btWrdu3dq1azdt2nT27Nnk5GQCgfCX0l6lR1Oo5PMLga+AEYARgBFYXQjAVG11tQdcGxiBVYUA8LwvW1JKlUt0Nrd3aLS6DpuVVxKbkBEaGRccHhMejUbEpiSn5uVhygtLXuUXV2IKy/Pyy7IxJSkZebEJaTHoVFR8cnRMYiQyHhmXlJGT/6q+cXh8ksFaFIplMsVyaDZQCszWVlXT/y9XRqFQcLncwcHB4uJiNBodGRkZHh6OQqFCQkKeP3/u7u7+9OnThyq5e/euo6Pj69ev31aFKZVKgUAwPz9fX18fExNz8+bNQ4cOnT9/3snJKTY2tq+vTygUymQyPB6PRqOdnJweP3789OnTly9f1tXV8fl8iAX9FA0hlUpHRkbs7Oz27t3r7u7+dbVqwIJRoVDweLy+vj5/f/+DBw+uXbt23bp1W7duvXbtWnJyMnD5CLCC7B5/CujgSsIIwAjACHwYAZiqfRgf+FcYgf9dBACDUiwtyZeWBFLp+Aw+p7AsApUQHBkbGIYKiYxDotPSsotKqhqaWnu6B8YHx2YGRqb6hyf7Bse7+0dft3VV12Gral9X1jQVFFdn5hYlpeWg4pPjk9LzCspa2rpn8AQ2lydVyBVLy4Rt+U81P4VUbf+70MN3/kMRWFxc7OnpSUhICAkJ8ff3f/Lkyb179+zt7a9fv37lypWHDx86OjqePHnS2Nj46tWrvr6+o6OjgFm9kySIRKKZmRlPT8+TJ0+6u7tXVVUNDw9zOBzI0cjIyEhubi4CgXB3d799+/bLly9BTLAfisEnFQ7xSalUisfjnz9/fuHChdDQ0MnJSalU+klZfCwRKAK4fAR+RA8cOAB4mqGhoaWlZVZWFpFIVLe3BK3wsYzh32EEYARgBH4OBGCq9nO0E1xLGIHviMBfXEmuVMqVy3aPTC53Ynq2pv41Kj4lLDI2HIGOS8rIyC2uqHmNxfUOjM1Mz1PnyUwijUOksIgUFoHMXCAzp+fIo5Nz49MLY1PzfUOTHT1Djc0dhaXVKRl56OTMlIzcsqravsFhOosllsnky4RQKVcq5CraBmvYvmNzf4+iVsyeoSn+9yj7E8qAiNbS0pJEIhkdHU1OTvb394+MjEQgEJGRkXFxcdkqycrKqq+vz8jIsLW1vXDhwv379zMyMohEIogHrW6ABxWrVCoZDEZoaOjdu3crKyuB735IC6dQKEQiEZVKnZuba2xsfPbsmYWFRVFREY1Gg5x2QFmttgPIUFOhULBYrLKyMiQSWVNTQ6fT1bnTp1f77Y4BznC53Pb2dk9PzwMHDmhra2tpaRkaGt65cycnJ2dubk69rBU97dOLhlPCCMAIwAisTgRgqrY62wWuFYzAD0QAUDWlTKEUSeV0Jrt/cKS0rCoxOSMagUbFJmdkF1TVvm7vHhyZwM8uUIlUNpnOJdO5NBafxuDRGTwKjUuhc0lUNonGJtM5RCpr+Y/Cml2gDAxPYtu6iiteJWVkxyWm5uYXdfX0k6h0gVgmVaiomoofwlTtBzb/tyhaLpdLpVJo+9DbM/JvUejn5gmIB5fLra6u9vb2joiICAkJiYuLKy8vHxwcpFKpDJUwmcyGhgZXV9c7d+4EBQW1tbWph7F+u1C5XE6n0wMDA93c3IaHh9VdFAIyplAogM+ShYWFqKgoU1NTZ2fnhoYGMpnM5/MlEolIJPpGDhXfru1nnVHnRVKplEAgzMzM0Ol0yfJm1K8Q+R70E4FA0N7e/uzZswMHDqxfv37t2rWGhoa3bt0qKCiYm5uTSCSgGuqV+ay7gBPDCMAIwAisZgRgqraaWweuG4zAD0FAuaRYnlovCkTTc8RmXFdOXmFsfFJMXFJmdkFNHbard3h0cg5PoAGSRmEsUhiLJBqHQl+k/vXHpTE4VPrf/mgMDo3JJVGY+Hny8NjU69aOXEwROjE9LSO/trF1Ck/k8iUyxRL4U8Bc7Ye0/DcoVKlUgrhqw8PDs7OzAoFgVfG0FZWRy+XT09Pp6emPHj26d+9eWFgYFoslkUhCoVCu8lyqVCqlUmlfX19YWJijo2NUVFRnZyeNRhOJRO+jCgqFgkajBQcHe3h4DA0NicXipaUlwFplMhnQCCkUCj6fPzAw4O/vb2JicurUKQcHh9jYWOBopLu7G4/HCwQCSIv1DRrqS7MEDS2VSgFQX0LVQKOAiOF8Ph/wtL1792pra2tqahoaGtrY2BQUFBAIBMD/Yar2pY0HXw8jACOwihGAqdoqbhy4ajAC3xcBMH1UKhQyiYTFYvYPjRaWVaNTMmPik9My8iqrG3r7RmdmSXMEKlCXURhcMp1NYXApdA6FxlbnZrRlnsZe8Uejc8B5MpU5M0fs7BkoLK5CxaXFJmQUl9cMDE9yFoVS+TJbg6na9235b1iaXC5nsVjFxcXOzs5IJHJyclLdXO0bFvyPspbJZN3d3TExMc7OzocPH/b29h4eHgabygBzAJ9UKrWiouLp06c3btzw8PDIyckBgdFWED9QBeBfPjk52c3Nrba2lsvlSiQSPp/PZrOZTCaHw5HL5WKxeHh4GI1GO6rE09Pz+vXr5ubmN27cuHPnjq2trZ+fHw6H43A4q5atAb701ztk2WXsPxR1nEUiUV9fn7u7+969e7W0tNauXbtly5Y7d+6UlZVRqdSvtR3uH1YUvgxGAEYARuC7IABTte8CM1wIjMDPgABwUM5mc6anZ1pb27JyC2ISUhNSs4tKqltxPeOTcwQSg7KsPeNQGGwyHfyxyHQWhc5eVpq9/28lZ2OwaQz2ApHa3TeKKahGxqZGxyTnFZT29Y+wOHypfEn+1kzvfSqLnwHX/+k6yuVyPB4fFhZmZGTk4ODQ1tYmEolWJyJg21hHR0dUVNSNGzcMDQ0fPnw4MDAA0Q9Ak8BjQiAQysvL/fz8XFxcEAhEX18fYHTvvDWJRFJbW+vr65ucnNzT09PS0lJUVIRGo3Nzc4eHh7lc7sTERHZ2dnR0dFpaWmNjY3d3d1FRUUxMDDCbtLS0vHbtWkBAQEtLC4VCEYvFX6KzemcNv/zkiif0naz1E0sBWQkEgsHBQX9//71792poaAB92q1bt4qLi2k0GmB0n5ghnAxGAEYARuDnRQCmaj9v28E1hxH4mggolUqRWEymULp7+opKy5NT0+MSU/IKS5taOgaHJ+fmKWQqm0rj0uiLFDpHxdNYKsLGItFUVO1darQVDO3vX1k0BmduntbdM15YVBMTn46KS8nNL+7pG2aw+MtuRv4uKyaCf/8R/rZ6EVAqlbOzs0FBQbt377a1tcVisQKBYFVVF5AKwNOIRGJVVZWvr++1a9f27dtna2vb3NwMQoSpq7OAsR+bzZ6ammpqamptbSWRSOoJ1G9QoVCw2eympqbw8HB/f38UCuXp6Wlvb29hYeHt7d3a2jo9PV1QUBAREVFdXU2j0fh8vkgk4vF4bDabTCaPjIyUlZVFRUU9efLE398fg8EMDg4yGAygU/oSRqReyVV1DPw9dnd3v3z50tjYWEtLa926db/++qu9vX15eTmVSgVvg3/lva+qhoArAyMAI7AaEICp2mpoBbgOMAI/FAGlQiaVsTm8yZmFpub2rLxCZGxCQkp6SVlVV8/A9CyBRGFS6Rwag6syXwQ70FYaN/6dhn36rxz8PLWnd7SopDouIQ0Rm5iJKcZ1D9AYXJn0L7oGT8h+aOf40sIVCsXMzExgYOCuXbtsbGxev369qqga2HvG4XBmZ2c7Ozvz8vL8/PwePnx4//79e/fuOTk55efnk0gkyGhTnSQoFAqpVCpWCWQkCfahQagplUo2m93S0pKYmBgcHBwSEuLn5+ejEn9///z8/ImJic7OzqCgIBQKNTw8DNRlEHsEHkf4fP7k5GRmZqaTk5Ozs3NKSgoWiyUQCOoeSqASf+ABpHUE/jA/WhP1Rxs6lsvlwN+jt7f3vn37NFWye/fue/fulZaWUigU9bb4aBFwAhgBGAEYgZ8dAZiq/ewtCNcfRuBLEVDIZBz24sDQeFlVQ3J6bmxCampmbk0jdmBoDD9PIlOZVDp7eZuZyr7xn1Ky95E3DpnCws+Tu3uHi0qrEbFJ4Uh0WnYBrrOPzmAplMvB1v7yR/nm4EvvFr7++yKwyqna0tISk8lsbGxEoVABAQGPHj2ys7NzdnaOiIgoKSlBoVBRUVHV1dULCwsgYjXERoBVJGQbCZETcAbCmM/nd3d3h4WFvXjxIjExEXITMjw8PD09TafTuVwuFov19PRMSUkhEAgQY4EylMvlPB6PSCRisVh3d3d7e/vQ0NC4uLiKigoSiaSeHir0hxwolUqxWMxXCfAs8rnVUCqVcrmczWZjsVgPDw8jIyNNTc21a9fu3LnT3t6+pKSEQCBAPA3C53NLgdPDCMAIwAj8XAjAVG21txcYiWHrr9XeTj9P/VbM7RRKJZvDGxyeyC+uRManxSSk5eSXtHX2TszOE0g0Co1FojBodA6dyQUkjc4A3h3fR73+yXkKjYWfp3R0D+YWlEUg0aFRsZk5BZ09fSwuTyJf9vmt/vfzIA3XdBmBVU7VFArF4OCgl5fX1atX/fz8oqOjY2Njc3Jyuru7KRRKR0cHEol8+fJleno6DofD4/E0Go3JZPJ4PKBGg6gapG2TSqVMJhNwMKFQODc3l5KS8uLFi+Tk5JGRETabLRQKRSKRVCoFXuZ5PF5jY2NwcHBVVRWTyVTvNEBrRyQSX79+XVpaGhUVZW1tbW9vn5ycnJmZGRwcjMPhgFtI9at+1LFSqRwbG6uvr+/t7eVyueqc6tOrxOFw/rQ4dXV1NTIyWrt2rYaGxq+//mpjY1NcXEwkElf45V/xKvv0UuCUMAIwAjACPxEC/yqqBg2WK9Y1wfIb5Ffq56I9K6YCP1Hf+tmr+pN2mE+HXaFYdsnP4S72DY7nFFZEx6dGo9PyiiraOntnF8hEKpP6Ro1GobEotOWtZVQ6+1tQNSqdTaayZ+bILe29aVmYkAhUBCI+J7+od3CEyeXLlpZkywGy/yJsn36DcMrVoHlQKBTT09MBAQGr1gCyo6PD3t7+5MmTmZmZPT09o6Ojc3NzLBZLIpHQaLTXr19HR0d7eHh4enoGBAQEBQVFREQUFxfPzc1BRo/gLS2TyTgcztDQUEpKSmhoaH5+/ujoKA6HQyKRGRkZg4ODgFZBejnANMRi8djY2KtXr8bHx4Eff+jNo1AoiERiQUGBl5eXj48PsMx89OhRenp6fX09CoVKSEjo7+9fJY4QJRJJenr6vXv3oqOjJyYmwL18+jMIgmhjsVg3N7f9+/draWlpampu37797t27RUVFwC8/NMR/erZwShgBGAEYgZ8dgZ+bqqm/uIFNP1iwFAqFEolkxaoe2JMgFAoFAgEUjGWVtx9w4gyWYH8uhrnKgf1w9cAUSiaTiUQi0GFARFdwHup1YH4GTbw+nOdq+1W5tLzNhsfjj45N5hSUhSLiI2KTsorKWzp7p+dJFCaHyuICqgYYGmT3+DGqxqLSWVDiTzjgUOlcKp1LYyxS6dxpPKmuoSUuIS0kAomITSgurx6bnuVLpBLFX5aQqw3Gn6g+P0oFsfqp2uDgoJub29mzZysrK4E3fBDuDAwZFAqlubk5IyMjNjY2JiYmJCQE7DFbWFgAmjHwfhaLxXNzc9XV1cD/h5ubGyB+5eXlMTExOByOx+OBIWlFQ4CIalQqlcfjQS95cCCXy1tbW/38/Dw8PDIzMxsaGkpKSqKiohITE9va2urr6z09PTMzM5lMJvRS+oEdUiQS+fr67t69287OrrW1lcfjfbQyEBRKpZLH42Gx2CdPnuzevVtLS0tDQ2Pr1q1WVlYr9gp+NE84AYwAjACMwL8MgZ+YqoGlR5lMxuPxqFTq2NhYe3t7eXl5YWFhSUnJnwulTCYT8mgMHHaNjY0VFRUVFBT09fWBcXE1N6dYLJ6ZmamsrMzNze3p6eHz+dDAtpqr/S+oG9gyQaPRsFhsXl5eWVlZV1fX/Pw8m80WCASQ4RO0+P3TtYtySbmklEuWOxi+srouKiYhHBmfnlvU3Nk3OUcg0pgUBpv6VwzrZYPGt+NZv5eDMZhUBvNz2BoXRM2mqWJnkyisoZGpkrIaZGxSSAQiITXjdVs7icYQy6BAa2958f8XdLhvdgvgvScUCsVisfrS1fec2QMDSEirtgo9QJLJ5KioKDMzs5qaGvCaBW8AiURCp9O7urqysrKSk5Pr6upmVTI8PEwkEqVSqUAgGB8f7+joIJPJbDa7oaEhRCU5OTktLS1zc3MTExOpqam+vr4tLS18Ph8aj6AGBw20uLjI4/GAcgxa+gHspaSkxN/fv6SkhEgk8vl8Go3W2NiYkJCAwWDa2tqQSGRUVFRHR8cHAnBDZX3rA5FI5OXltX379jt37rx+/fpTqBq4WblczmQym5ubAU/T1NTU0tL65ZdfrK2tMRjMwsKCTCZbDfrhbw0gnD+MAIwAjMA7EfgpqRqYIkuWo/Sy8Hg8DocrKCgIDg5+8ODBxYsXjx07duHChWfPnrW3t0ulUjCNViqVXC43Ly/vwoULp0+fDg0NnZ6eVp+7vBOdH3gS+A0rKyu7efPmsWPH/Pz8pqamfmB9/teKlsvlk5OTERERFhYW169fd3NzS0hIqK6u7unpwePxLBZLKBRCa+Srnar9nd2ovHQoFTIJm8lsbcUlpGSER8cmpmY1tXROz5FINJaKpL295QyovxZVzOqvfWvvIGzvpWqs91C4v7KlMXggZwKR0ds/mp1bFBqFCkPE5hSU9A2NLvLFKq6mVFlB/q91xn9+vzKZjEwm9/b29vf3z8/Pczic7+8zUKFQLCwsIJHII0eOuLi4gO1VP/aRAaUDniAWi2dnZxEIxPnz5wsKCsACn0KhWFxcBDuvEAjE3bt3raysoqKiZmdnORwOi8UCoeGYTGZ5eXlISEhXVxeNRqusrAwNDS0sLMTj8QKBQCKRTE5OxsTE2NnZ5eXlkclksMoDmhNSoHE4nK6urv7+fhaLJZPJIA+QcrmcTCZnZGQgEIiRkRGhULi0tAQatLS0FIlEYjCYvLy88PDw7OxswGfepoL/vOt8/pVisdjLy+uXX365fft2U1PTp1C1paUlwNPq6+tdXFx27NihoaGhpaW1Y8eO27dvFxYWUqnU1TxMfz5I8BUwAjACMAKfjcBPQ9WgZWCZTLa4uLiwsDAwMFBaWhodHf3w4cPz58/v27dv69atmzZt2rhx49atW48cOZKTk6NuxE+n0yMjI3fs2LFly5abN2+CSKw/dsbw4eYik8lpaWnHjx/X09M7f/58Y2MjPGh9GLGv+KtSqSSRSKWlpR4eHtevXz99+vS5c+du3brl5uaGQqGKi4vb2tpmZ2fV9WxfsfSvnNXfqdqyJ0WlnMdlDw8N5hcUIlBxMeiUileNY1PzRBqbwuBQ6G/zNDZ1OWwaB2jAVCaL70zDXuZj79aqfYCq/cXWKLS/DmbnyPWNbfFJGcGRyOi4hIpX9SQKQyqVLysDlw0hYflUBLhcbnNzc3BwsJeXFwqFqqioGBwcJJFIi4uL6kbg3/Q1qFQqORxOTU2Nh4dHcnLy5OQkcA7xqffwzdIpFAomkzkyMpKXl+fg4HDy5EkQ5YxOp/N4vMHBwaioqODg4MjISG9v73v37nl6eg4ODvb19b1+/RrsxWIwGGVlZR4eHlgsls/n9/X1JSUlpaSkdHZ2slgssNMsKyvr1q1bPj4+7e3t71SsgY18gYGBra2twBsHaA6RSDQwMJCYmJiSkjI3NweWHRUKhVgsnpycLCkpiVfJy5cvg4KC6urqOBzON23Hj7YDRNVu3br1UaoGqqpUKhkMRm1trbOz87Zt29apZM+ePffu3cvPzweqS1if9lHk4QQwAjAC/24EVjVVg97moA2AQQiBQAA7qp8+fWppaXnkyJEdO3bo6Ohs2LBhy5Ytu3btMlKJmZlZYWGhulaNSqUGBwcbGBjo6upeunSpqqpqcXERFLFiMRJa7/yBbS+XywkEQnJy8tGjR9evX79r167CwsKPbtT+sUP1D4TrWxQtkUgIBEJra2tOTs7Lly9tbW3NzMxOnDhx9uxZS0tL4M67qKiora1tbm6Oy+WC/WxQTVZnWwCVmlgqmZtfqK6pi09MRsUl5hdV9A6MEUgMKp37Hp4GiBlga8tby96hT3s3wXsPo/tb4uVsaQwulcam0JajApDIjN6BUUxRRQQKHRSBSMnMHRyd5AlEy777lYrVCSzU7qvqAFA1Dw+PCxcunD171tra2tPTMykpqb6+fmJigs1mi0QiYF0Gqg2tiH3du5DJZCQSCYfDjY+Pczic1bDkBHgaFotFo9GPHz+2sLC4ffu2g4NDZGRkdXV1W1tbRkaGk5NTQkJCS0tLRUXFS5V0d3fn5eV5e3snJycPDQ1NTk4WFRW5u7s3NTUBrxgtLS1oNBqBQHR0dIjFYjab3dra+uTJE0tLy4SEBCKR+LYt3/T0tIeHh6WlZXR09MjIiFgsBnxsfn4eg8GEhYUVFRXR6XQINJlMJhAIZmdnm5qakpOTHz9+fPfu3cjIyImJCWgg+yHPiDpV+4ABJNTHgD6tpqbGycnJyMhIQ0Nj3bp1e/bssbOzKywsBFhBd/R1OyScG4wAjACMwE+EwKqmamA5DfIXQiAQGhoaIiIibGxsTE1Nd+7cqaent2HDhvXr1+vr6x87duz+/fvBwcFIJDIyMjItLW18fByy+19aWqJQKICqbdy48cyZMxgMhkQiiUQiPp8PXEeAHR1gsfmHN6FMJltYWEhKSjpy5MjatWu3bduWkZEBDG9AbUH4GrCjHdzmitCrP/wW/gUVABGNKBTKwMBATU0NGo1+9uyZhYXF0aNHDx48aGpqeuXKFScnp5CQkJKSkr6+PjqdDjaNrM57BzopuVK5KBB29vSnZuYi4xIzsjG4jj78PIVCBUqtj5KrrxsC+x3FkanMqdmF+te4+JTMwAhEVFxCQzOOyeEplpbkqone6oR3FdYK+LqorKz09/e/ceOGqanp77//fv78eVtb25cvX2ZlZeFwuIWFBT6fr2569y1uRCaT8fn8FczwWxT0KXkC8/LOzs6UlBQvLy8XFxd/f//c3NzY2Njnz58/efLk+fPn3t7ecXFxfX19TCazv78/NjYWgUAAk8jnz587ODj4+fnFxcX5+voGBgb29fWB1y+JRCopKXFycgoKChoYGODz+SQSKS0tDSzugPDf6jwKqJUyMzPt7OycnJyKiooYDIZcLieRSFlZWa6urv7+/k1NTcDZCXQhcOLPZDK7urpiY2NtbGzs7e2rqqr4fP6n3P43SgNRNWtr6w9QNVA6iHPd2Nj45MmTvXv3rl+/Hvjlt7Ozy8/PBy5bvlE94WxhBGAEYAR+LgRWNVUDe9KEQuHo6GhhYWFQUNCfY4CxsbGBgcH69evXrl2rqampp6d36tQpV1fXzMzM9vb22dlZAoEwNzdHoVCEQiFYwAOe+kgkUmBgILj24MGD/v7+5eXlr169ys/PT09PT0pKSk9PLykp6e7u/g6WJGDQhYZeqNNAK44ymWxubg6NRpuYmIDbfPHiRXV1dX19fWFhYXp6ekJCQnJyMgaD6ejooNPp0Orj23lCmcMHH0XgbfRA5xGJRBwOh0Ag9PX1VVZWxsTEuLi4nD9/fs+ePdu3bz9w4MDly5cfPHgQGxvb2Ng4Pz8vEokg/vzRQr9PAsDTFEtLUrmCxmBX1zSg4pPRSRn1jc0zeNIbnvb1Y6b9A/0bjc4hkBm9g+P5JVXhSHRIVExOUekChSZVKhVLy4/I90HsX1AK0M+wWCzgDj46Otre3v7UqVNGRkb79+8/e/bs3bt3X758WVhY2NvbS6fT1T2dQrcPXkrQ1398AL3c/nEOX+tC4JQyIyMjOTnZ398/MDCwtraWQCCMj4/n5+cHBgb6+/tnZGSMjIwAbx+Dg4MoFCoyMnJycpJIJFZVVQUGBj558sTX1zciIqKmpobBYACqtri42NbWZm1tbWlpmZeXx+PxJBLJ2NhYcHDwjRs3IiMj5+fn1dWYS0tLYLNcbm6uq6trQEBAW1sbn8+nUCh5eXnAfUhzc/Pc3BzkOARqDrCQNDQ0hEKhHB0dkUjk25l/LcQ+JZ9PpGrg+eVyue3t7W5ubr/99tuGDRs0NDT09fVtbGxKS0sJBMIqMZH9lLuG08AIwAjACHxrBFY1VVtaWpJIJH19faGhoRcvXjQ0NNywYcO6devWr1+vq6u7Y8eOkydPOjg4JCcnDw8PczgcsDAsV4lCoRAKhVwul8Ph0On0ubm5P1c0XVxc9PT0tLS09PT0Tp48eePGDSsrq+PHj5uYmOzfv9/ExMTMzCw0NHR0dHTFaPotmgGMuBDFApMqPp/P4XCoVCoIe+rj47N3716w0/rYsWPW1tY3b948e/bsoUOH9u/ff/DgwfPnz/v6+nZ2dkID+beo6lfPE5q0/eODt6sEzWDAT2BCoD6th8p6+9qPngHXgq4lk8kYDEZ3d3daWpqLi4uZmZmxsfGOHTt++eWXQ4cO2djYREZG1tTUDA0NUSgUEBkCMl5aUcmPlvsVEywvfKh2evGFwmn8XFZuASI2qaispn9okkhmLps+0jhvdostx0/7sX8UOntylljT0IJCpwaEI2KS0gfHpgRiiWL5Jr6VgLVdMCmNAAAgAElEQVQh6JH8kmLUO96X5POPr4V6O3RTYrGYTCY3NzfHxsbevXv3/PnzJiYmO3fu3L9//x9//OHm5paent7Q0DA8PEwikQQCAXAaKZfLwWoFsHH44ff1jwFRv1AkEnV0dISGhubl5UWpBOw9k0qlZDJ5YGCgu7t7YWEBEAaZTDY2NhYTE/P48eOKigo8Hk8kEru6uoqLi2tqavr7+9lstlwuB7E9aDRabW3ttWvXLCws8vPzgZ9hoVDY3Nz84MEDe3v7hoYGQP/AOwE0k1QqJRKJhYWF3t7eUVFRnZ2dCwsLExMTQ0NDFRUVqampWCyWy+VCTQA1Lhgie3t7Q0JCgCetH6hYE4lEnp6e27dvv3XrFti8p445dAxUgpOTk5GRkUeOHNHW1gZmI5aWloWFhUwmUy4HunN4RQbCDD6AEYAR+J9GYLVTtcXFRRQKdezYsY0bN65du1ZDQ0NTU3P//v0WFhbe3t4YDGZgYIBGowH3IdA8WCKRMBiMzs7OsrIyoDSLjo5+/Pjx77//DgwtNDU1N2zYsFklOjo6mzdv1tPT27Ztm5GRkbOzM3Ad+en9Air3w5eAORMUKg1EfoNOMhiM/v7+ysrK/Pz8zMxMJBLp6up65swZfX39//73vxoaGoCg6urqbty4EdTZwMDAyMjIzs6usrISGsg/XIcv/xWaJfy8B/8YBOiWQSMymcyJiYna2loEAvHgwYPLly+bmpoeOHDAxMTE3Nzc3d09NTW1qalpdHSUSqXy+XzIkQPIB1CC7zb3VWnVlhVSbC63o6snISUzLQvT0t47O08lU9nUZZcegKr9eJ6mYomcOSK9rbM/NSs/MBwZFZvY0IyjMdlfhUe9rwNArAZqFKjFP/cAKuJzL/wq6VeUDk3x5XK5QCCgUqkDAwNlZWWRkZGPHj2ytLQ8d+7c8ePHz507Z21t/ezZs/j4+Kqqqq6urunpaQaDwePxgN9IAAv0qV5VqMQPHECofiDN9/lJIBA0NTUFBwdnZ2ej0ejs7GwajQa6FmBc0NMKwsTT6fSKigoQAjs3N7ejowNsTwXIyGQyLpc7Nzc3MDDQ2NgYGRn5xx9/eHt79/X1gRU0uVwOfGA6OjpmZ2fPzs5OTU2RyWR13btYLCaRSGVlZQEBAWFhYfn5+Q0NDRgMxsPD4/Hjx39u6ILe8CtgBM5LcnJyXF1dc3NziUTiigTfB9IllXowLCzM1NT00aNH7e3twGXl26XL5XKJRNLf3+/l5WVsbLx58+YdO3bcvXu3uLiYTCZDD/iPuou3KwyfgRGAEYAR+LEIrHaqxmazfX19gQ/fNWvWaGhoaGtr3717Nz8/f3R0FFjsQCoLCEoWi1VdXe3i4nLq1KnDhw8fOHBgz549BgYG2trampqa//3vf0Hklk2bNhkYGOzZs+f33383MzMD2wnQaPTU1BQ0YEB5fuAATFk+kAD8JJVK2Wz2wsLC2NjY4ODgwMDA1NQUgUBgMBhUKrWxsdHb29vMzMzExOTgwYN79+7dvn27rq4uIKhAsaajo2NgYLBr164jR45cvHjRysrKzs4OiURCc4KP1uFbJFCfsX0iFG9f8rlnPnAjK7KC5qkfuOSjP63IE5pGAKfeRCKxu7u7qKgoKirq/v37Fy9ePH78+JEjR86fP29vb+/n55eTk4PD4ebm5jgcDrAxAx0MZPvR0r9KAmAAqVxaIpDIRaUV6OTMilcNw+MzBDJT3ZUIhfZZAay/nfKNs0Bm9g9PYoorwxBxYYh4THH5HIH0WQ/mP8BNvUWgVv4H+aySS1bcDvRVJpNxOBwikTg4OFhTU5OUlPTy5ct79+5dvXrVzMzs7NmzN27cePr0aVRUVEFBQVtb29jYGI1G4/P5K3znQA/Xz4IVqCeXy21sbAwJCUGhUAkJCX96IOTxeICV8Xg8BoOxsLAA/ECC5RWg9Wpra8vMzPT39w8LCwMeF4EyjcVi9fT05OXlASNJFxcXa2vrwsJCoVAIuqtQKBwZGYmJifHx8cnLy6utrU1KSsJisSwWCwxeIAo2g8HA4/ENDQ1hYWHu7u5ubm737t2zsLDw8vLq6uoSCARQ8wHYQR9TKBRUKvVPfZS9vX1AQMDIyMjbA+L36Y0ymay6ujowMDA1NXVmZuZ9linAMpxMJpeVlbm6ul66dMnR0bG8vBxiy9+ntnApMAIwAjACPwsCq5qqKZVKoFWDtGFr1qzR1ta+fv16RkbG4OAgk8mUSCQAazAGg8Fsenra39//wIEDGzZsWKOStWqioaGho6Pz22+/Xbly5f79+97e3jExMTk5OZWVlTgcbnp6Ggzb72xCpVIpVYlEIpHJZMBU450p1U+CgKoLCwtVVVWxsbH+/v7eKgkKCkKhUIWFhVVVVSEhIWfOnAFW+xoq0dTUBDxtzZo1Wlpae/fu/eOPPx48eODt7Y1AILKzs6uqqlpaWiYnJ9VdPKuX+9WPFQqFRCIRCATAqQn45L0l6r++8/itKz77xOIbUa+DQCCAPMQI1UT0RoRC4ZvDz/gvFoulUqlEIllxjVgslkgkYrFYJBKx2WwSiTQ2NtbQ0JCamurj42NnZ3fhwoVjKrl69erjx4+Bt/SBgQESifS2x8iv3ljqGS4/FyrrR7FUOjA0gk5KS07PbcZ1zy5QyMv6tG/HuD6as8qJ/7J//xUpOSQaZwpPqm5oRiWkhUTFpmTmjU/NfJVpqFKphBpuRZsK3gjUr9Q78Kd3U+iqT7/k26WE7kW9CD6fv7i4yGaziUTixMREe3t7WVlZQkKCl5eXra2tubn5uXPnzpw5Y2Fh4eTkFBAQkJWV1dDQMDIyQqFQuFwu9ChJpdJPaRTImkA9tph6F/2exzwer6urC4FAuLm5AYND8IyTyeSOjo7i4uKMjIz8/PyWlpaxsTFgkieVSnk83szMDFB8IRCI9vZ2BoOxuLjY2tqampqakJCQm5uLwWBCQ0OdnZ3r6uoAoZJIJPPz87m5uZ6enjExMU1NTXl5ea6urlAMN6VSKRKJJiYm2traALwdHR3Jycl+fn4uLi5/rlQCGgNwk8vloMcCzIEemEQiYTAYOzu7Bw8efK5JyFeEXalUUiiUsbGxubk5Pp//vl4B6iyRSIhEYmNjY1ZWVm1trbo+7StWCc4KRgBGAEbgX4DAqqZqS0tLQqHw9evXjx49MjIy0tLSWrNmzbp164yMjKysrPz8/EpKSsbGxiCiArG18fHxJ0+e/PLLL4DzrF+/fsuWLcADhKZKdu/e7ezsnJ2d3d7ePj4+DtyQcDgcoVC4YiYB5Qn2kjEYjJmZmQmV4PF4MpksEAg+utIvlUrn5+czMzP/jOd25MiRvXv3GqnkwIEDR44cuXLlip2dnbm5OVAeAo2fvr7+rl27DA0NtbW1NTQ0dHV17969m52d3dbWNjw8jMfjqVQqqLB67Lhv3SMFAsHIyEhtbW1ZWVlpaWnZP5XSryGg8IqKikqVVFVVvXr1qra2tq6urqGhoampqbm5ubW1ta2trb29veMfSfsbeefVnZ2d7e3tnW+ko6Ojvb29sbGxvLw8PT09PDz80aNHVlZWQLV7+PDhEydO3Lx58/nz52g0uqKiYmhoCPJ8860bDuQvX1LSWcyGJmwUMjYrr7hnYHSezICoGo3BoTO/v1uR91A1xjJVmycxWjr60KnZIVGx6JSModHx9y3VfzqAQIMxMzPT3d39pumW/3d1deFwuObm5sbGxrq6upqamoqKCtDHoM/S0tKSD8rb/fqDyb/Vj29XAzyt0Hno+QV3BL4C0+vY2NiAgICHDx9ev3795MmTJiYmwKb33LlzNjY23t7esbGxGAymurq6ubm5o6NjfHycxWKB9+T7WgFofrq6usD62op37Puu+nbngUViYWEhWPkC7grpdHpZWRkCgYiMjEQikdHR0aGhoUgksq6ujkKhgFU5qVRKIBDKy8vDw8Pj4+M7OzsnJyejoqJiYmJwONzs7Ozw8HB8fLyvr29ra+vS0rIPHEDDMBhMSkoKCMZYUFDg7Oycl5fHYDAUKiGTySUlJeHh4aWlpTQabXFxcXZ2trOzs6GhobOzk0AgQIhxudyxsTEQLxuMO3K5fGZmJisr68GDB3Z2di0tLd9zRFBvI8DBZCr5FKdKcrkcrHCx2WzoBtUzhI9hBGAEYARgBJaWllY1VQPKKCqVWlVVBXaabdq0CajH9PT0Dh48aGlpCdyXjYyMgHA9YLSA/CMbGxufPXv2zp07Xl5ewcHBN2/e1NPT09bWPnToEBKJHB8fBzYq79OPQfMP4KSrqqoqPj4+ICDARyWBgYFRUVFFRUXT09MfGB0VCgWJRMrLy7t+/frWrVsBVwQas3Xr1mlra+vo6BiqRF9ff/v27WBC7+bm5uvr6+joaGRkpKmpuXXr1uDg4LGxMeCmAgyEUPXAnOA7dGgGg5GVleXk5HT16tVrnyBXv0w+XAKog6Wl5fXr162srG7cuHHr1q3bt2/fuXPH1tbWzs7O3t7e0dHx/v37Tk5ODx48ePgF4uzs/M6rnVUCfnJ2dn6gEmdn5/v379+7d8/S0vLixYvHjh0zMjIyMDDQ0dHR09PbvXv38ePHb9y4gUKhKBSKeiN+oxaEipDK5BNTM3kFxeHRMfklVQOj00Qam0T7S51Foy9TNTqDQ1up4Fqh7/rqX1lU+ttWlxwyjU2mcfqGJnKLK8JQCSh0St/giEQq/UKUpFLp7OxsRkbG06dPHz165KImzs7OTk5O9+7ds7Gxsba2trKyuv6WWH6mgAxAVlZWVhYWFteuXQOPxYe7t/qv73yM1BOoH6s/mxYqAV4uQBroDDhpaWkJzlhZWd28eRM8QdbW1levXj1//vyRI0f27NmzdevW9evXb9y40cDAYPfu3aamppcvX7a2tr5///7Dhw/Dw8NxOBxk3fDO1pFIJJ2dnV5eXlFRUb29vSKR6J3JvudJELHay8vLzs4uLCysvr6+srIyODgYjUZXVla2tbU1NDRkZWUhkciSkhICgQAeImBWgMfjgSf9wMDA9PT0O3fuIJFIEokkk8kmJiaio6MRCMTQ0BDwCSmTyahU6sjIyPT0NPBxVVZW9vTp0z99+nO5XGB1OTIyEhIS8vTp09LSUuDOVyaTCYVCDocDds1BjzCdTq+qqkpKSsLhcIuLi2Df18DAQGxs7OPHj588edLZ2fnlyxn/uCE+umq5YqgC47XyjfzjcuELYQRgBGAE/sUIrHaqBoKq0Wi0trY2EEDG2NgYeHHU1NTU1dXdtWuXmZnZixcv8vPzh4eHWSwW2BeOx+OLi4sRCEReXl5bW9v09DSBQIiJidm5c+f69ev/DFaWnJxMIBAA54GYD1jjfDNwKME4CgZ1FAp17dq1AwcO7FCJoaHhr7/+unPnTjMzs4SEhPn5ebDzHuor0OAqFAobGxvv3btnYGCwZs2a9evXGxgYHDp0yNTU9OjRo3v37t28ebO2traWltamTZuOHDni5+dXV1c3OTk5NTWVk5Nz7ty5DRs2GBgYREdHgy3joHqgIKgUqNxvesBgMJKTk2/evAmC2gG/LJs3b970Lvnwr++6YpPuG9FRCZRGV1cXOoYOQFro66ZNm/T19fX09PRVsvWNGHxMtm3b9naSN1dv3fLJon6Jvr7+1q1bATIbN27csGGDlpYWMGddu3Yt8EFqaWnZ2trK4/HeZyn01ZtSLJZ1dA3EJ2VExiSWVjeOzRCIdA6JwaXS/7KBpNHZdDqLRme+izt9dYb2kQwpNBaFxhmbmi+raYqITUagU9t7BvhC8RfCwmazm5ubvb29L168ePLkyePHjx89evT3338/fPiwiUqMjY1/++23gwcPHjhw4ODf5cAb+U0lICU4/u2334xV8vvvvx87duzUqVPnzp27cOGCubm5hYXFzZs3wSKCqampvr7+xo0bdXV1QSd/0+X//z84/77PjSrR0dGBLtDR0QGuhsAlIMGHPzds2ADVAdQEeo7AE7R161Y9Pb1Nm5YfSdB116qCo6xVCfDJpK+vb2BgcPXq1aKiog+zL6FQWFpaevToUSsrq/Lycg6H84WN+CWXg3cmsHSIiYm5f/++s7Ozu0qQSGR3dzeIDC4QCMhkcn9//9jYGAhrBgpVKBQCgQCHwwUEBNy6devOnTunTp1yd3fv7u4WiUSDg4P+/v5paWl4PB4sNQKHhxKVyOVyoEB7+fJlU1MTUKrzeLza2lpXV9fQ0ND+/n51JKGRCKI0bDa7oqICGO3j8XiJRMLj8bBYbFBQkIeHR0BAwODgIKyh+pLuAV8LIwAjACOw2hBYjVQNoiJgTAWjlEAgoFAoOBwuOjraxsbm8OHDhoaGOjo6QCtlYGBw4sSJZ8+eVVdXz8/PC4VCqVS6uLjIYDA4HI5AIABWGXl5eSYmJhs3bjQ2No6JiZmfnwdlAYa2grCBkxwOp7293d/f/+jRo3p6ehs3bty6deuOHTt2794NWJauru7ly5fT0tImJibUo8FAlSeTySgU6tChQ1paWuvWrTt48KCDg0NMTExWVlZqaioITXv48OFt27Zt2rTp6NGjGRkZJBJJKpXy+fympiZzc/MNGzZs2bIlLCxsdnZ2xbIlKOW79SqhUNjX15eRkWFra2tqagqmtiYmJofeLyums2AGDGa8+/8u+1SyVyVGKtmjEvVjcAb63K2SPXv2gIPdu3eDY/C5S0127ty5Y8cOoL3c/kYMDQ23b9/+yy+/gBPqhA3ib1u2bNHX19/8d4HmtX8//Rdl3bx5s66urra2NnCEAz7Xrl0LlKjaKtHV1T1y5EhERMTk5OT3mVoplUssFreuoSUcER+TmF7d0DZDoJGYixTm4juo2vLmsbc1XR8hV2/tN/ui9LRlAsmdXaA2tHZFxqVExSU3tXawubwv6e0KhWJ0dDQ5ORn4frh27Zq5ufmlS5fOnTt39o2cUsmZM2fUT555I+dUYqaSCxcugAMzM7MLFy5cvHjx8uXLVlZWNjY2Tk5Orq6uHh4eL1++BHZ0iYmJKSkptra2BgYGgEeBnqCtrb3h77JeJdCv6gcgIbgc+oROQlRtBc2DSJ36waZNm4DnWz3V6oaent7WrVvBIwCeCENDQxCCwsDAQE9Pb8OGDZqamhoaGmvXrl2/fr2Ojo6+vv7OnTtdXFxwOJxY/CEKLRKJMBjMnj17zMzMCgsL2Wz2lzTiF14L3plyuZxOp2MwmIiICB8fn5s3b167du3Vq1csFgsiV4uLi3Q6nUKhqFvoAQLGYDBaW1sRCISzs/OVK1cuXbqERCLxeHxnZ6e3t3dycvLo6CiPx+Pz+QKBQKQSsVgsEAjGx8dTU1PDwsK6urpAdBkCgRAXF+fj41NdXQ1KV79BUBzYFqtUKsVicX9/f3h4+LNnz1paWrhcLo1GKy0t9fT09PHxiY+Pn5iYWDFGqOf23Y6/88D03e4LLghGAEYARuD7I7Aaqdr7UACepolEYmtra3x8/MOHDy9cuHDw4MFt27aB6c7OnTutra1TUlImJibe9pelUChKSkpOnDixcePG/fv3R0RETE9PA6oG2OAKwgZcMGOxWC8vr99//11XV3fr1q2mpqZWVlYuLi4+Pj4eHh6HDh3S1tbW09MzNzdPS0tbWFiANCQgZ7FY3N3d/ejRIwMDg3Xr1hkaGrq6utbX18/PzwPHj3g8vqWlJS4uzsHB4Y8//rh9+3ZZWRmbzQb+S1paWq5evbpx40Y9PT1/f/8fPgzLZDI+n08gEF69eoVGo2NUgnqXIFWCQCCio6Oj1CQiIiI8PDwsLCxUTcJUEhoaGhISEqSSwMDAoKCggIAAf39/Pz+/l+8SX19fH5V4e3t7qYmnp+eLFy/A5/Pnzz08PNzc3J4+ferq6vrkyZPHKnmksnxzdnZ+8OABMI90cnJycHCwt7e/p5K7KrG1tbWxsblz585tlVhbW99UCYjIZ6UykIMM4qB5P7Ac27Fjh46OzjqVbNq0afv27b/99tuJEyfOnz8PpvU3btwICwsDQfy+w8xGJpPPzs4XFVeGRcWiEtJqsR0zBBqRwSUz3kXVlnnaD6Zqy8RPtV0N1zuESsqMjE2qx7YxWF+kkFEqlW1tbc+fP798+TJwm3Hq1KkTJ04cO3bs+Bs5duyYqakpdObYW/Im4d/+n1TJqVOnzp8/f/HiRXNz82vXrl2/ft3a2trGxubevXuOjo4PHjywsrI6ceKEqanpEZUcPXoUHLz9efToUVOVgPKPHz9+4sQJUMrp06fPnDkDqOV5lQCuCPoVYIyXVWJubn7ljUAWj+o2wzdv3rS2tr5165aNjY2dnZ2DgwMwGL5//769vf3NmzcvX758/Pjxffv2/fLLL0BLvH37dhMTkwsXLty+ffvJkyelpaUMBuPDsbCEQiGgamfOnAHuNJZ+tADlWGtra0RExJ07d06fPm1lZTU0NASM4Vks1uTkJA6Hw2Kxzc3NQ0NDQLGmVIlCoQDhpxcWFrq7u9PT0x88eAA8hTQ1NYWEhPj5+WVnZ7e0tHR3d/f394+MjIyqpLe3t6ysLCgoKDExcWpqClhIDg0N+fj4JCcnT01NrbBdBAMTk8kcHR2dm5sTi8UKhYLBYBQXFz979gxYc0xPT6ekpDx9+tTf37+srIxMJn+Hl8n7Wg9UGFTgB1bjfdWDz8MIwAjACPyMCPxMVA0Mk0qlUigUksnk3t7e/Px8YIUCnD2CPV2XL19OSUkBAxs0WoAhpLy8HFC1vXv3hoWFTU1NgRkG0KeB9lOoZGlpSSAQ9PX1vXz58vDhwzo6Otu2bbtx4wYajcZisUNDQ1NTU/X19RYWFrq6uv/5z3+2bdt2//791tZWgUCwtLQEqgrcopSVlZmbm2tra+vq6p49e7asrIzBYICyQPV4PN78/DwOhysuLi4pKRkfHxeJROpUDZgb+fj4jI+P/9gVUwCjXC7nqOJ0UygUskpIJBLxXUJQkwWVzL+Rubm5N4f//x+Px8/OzuLx+Dk1wePxMzMz02oyo5LZ2VlwAP06NTU1+UamVDI5OTkxMTGukjE1GR0dHRkZGR4eHhwcHBoaGh4eHhoaAhEUBgYG+lXS9y7p7e3tVklXV1enSoAviubm5oaGhpKSksTExKCgIAcHhzNnzvz6668GBgYHDhwwMzNzcnIKCQnJzMwsLS2tULlCqamp6e3t/ahLBtBVvvxTKpUND49lZReERcfGJKbXYTsBVVs2gGT8vxNI2rIB5OrgaSqtGonG6RmejEnJjohJrGnA0ujML4RieHg4PT09MDAQMHx1Yv/ijXh6egLu7/lpAi0U+Pj4+Pn5BQQEBAUFhYSEhIeHR0REIBAIJBIZExMTFxcXExMT+zGJj49HqyQhISExMTFJJSkpKWkqycjIyM7OzsnJycvLy8/PLygoKCoqKlFJWVlZeXl5VVVVdXX1q1evampq6lXS2NjY1NT0+vVrdUc7wNdOV1dXT09Pb28v6POg8+NwOOAN8sWLF7du3Tp+/LihoSGI4nj27FkHB4fIyMjCwsLOzs7h4WEqlbpifWpFA4E3dn5+/p49e86ePZufnw+2Y61I9p2/glcZhUJJTEy8fv36xYsXHR0d8Xi8QqFgs9lAY+bq6vrs2bPo6OiamhoqlQrevQqVgMuXlpZkMhmRSGxoaIiOjg4ICMjIyEhPT/f19XV1dX3+/DkIkoZEIhEqCQ4O9vDwePHiRVlZGY1GA7HImpub79+/j8FgGAwGNGAtvRlExGJxZ2cnAoEA29hAucPDw1FRUe7u7n19fe3t7aGhoe7u7qGhoTgcjsf7IrXzl7QCGLOEQiEUhU/9dr4kZ/haGAEYARiB/2UEVjVVU6oEDFrqn+C8VCplMpkjIyOVlZUhISEXL17ctm0b2Al28+bNuro6sGkbal2lUllaWnrq1KkNGzYYGRmFhISMj4/L5XLA08BCqUQiAb6ngS8QNBp98uRJEM0MhMqZmZkB+7x5PF5jY+Ply5d1dXX/+9//amtrnzx5Eo1GEwgE9QXmxcXF1NTUEydOrFu3btu2bffu3RseHoZ8kEAjGVAYslgsBoMBeQWUSqUtLS3Xrl0DAa+9vb1HR0fVqRow1AEVBllBiEF3/dUPoILAlAWgB8pd8QnNNsB5KL36JVD1VlwLlQIWntUvWZES5KBeBHQtlBKaXUFn1NPLVAJ6gnoloULVT8rlcuC4H/juFwqFdDp9cnKyvb29uLg4Li7O09PTwcHBwsLiypUrlpaWDx48CA8Pz83NxWKxExMTFAqFxWKxVQI8nkOdAYLiGx1IJNLe3oGU1OzQqBhUQlodtmNqgUpicEnLijUOhcEGf1TGKuFpwHiSS2FwhybwCRmYqLjkutetdOaX2s7xeDw8Hg+IOqDoQyoZVpPBd4k6mR94IyCheg6jo6NjY2Pj4+NjY2MTb2R6enpmZubtlQj831cl5ubmoDPz8/OqxY3//yAQCCSVUFRCVQmNRqPT6SyVsNls7lvC4/EEKgFzaPEbkaoEdHvwCCwuLi4sLHR1dWEwGH9//z9fVhcuXDh69KiJicmJEycsLCw8PT0zMjKwWOzk5CSDwQARnMFjDh6Wd3Zd4AUxPz9/9+7dZ8+eLSgooNFo4CF9Z/rvcxJwHrCJ7tGjR8BLyuTkJJPJbGpqCg8Pd3NzCwoKSk1NraurGx8f5/P50IsF3Cx4FYN8ALuLi4uLjo7GYDDl5eVZWVnJKkl9IykpKYB7A8fFIEK0RCLB4XAPHz7Mzc2l0Whg7AAIQDVsbGx8/PhxaGhoV1cXsOcfGBgICQlxcHDA4XCVlZXe3t6+vr7A+vHD/l2+KbYymWxwcLC8vLy9vR2EjFMfrb5p0XDmMAIwAjAC/2IEVjVVk8vlfD6fy+WKxWKIU0FjPJhtgz1pY2NjKSkpFhYW+vr6mpqa+/fvT0hIUDcFAYMroGobN27cs2dPUFDQxMQERJOJJwsAACAASURBVKvEYjHYadDb28tkMsGoY2dnp6+vr6end+nSpezsbCKRKJVKweYBEokUHx8PAr6tWbNm7dq127dvd3JyamtrA+77QT25XC4KhTp8+LCmpubOnTufPXs2Pz//dn9SH/VB/sDVWHNzs7m5OTCA9PT0HBkZgVIqlUoSidTR0dHb26u+sP125t/izGoeg0HHgD6/5PahzgYyAZMnwNz4fP78/HxPT095eTkKhfLw8Lh9+/alS5dALPVHjx6FhIRkZWW9fv16cnIShA8Ge9LUKwaOv6SGn3ItKEUskXT19CUmZYRExCDRaXXYzmWqRueSGVyKGlWj0dnf3QPkO7e0cah0Do2xSGXyRqfmU3IKUYnpqr1q/E+55Q+nUW9H8GaAGgU0LiDkUqkUcJgPf6ong94nKzIE2YLPD/yknmzFsVxNoBxWHKy4a+g2oW4MpYdeI+ASPp8/MzPT1NSUlJTk7u5+5coVExOT3bt3Hzp06NKlSy4uLggEori4uLe3l0wmA0c4UJ4rCn37K0TVfv311xMnTuTk5KwGqgbqKZPJOjs7w8LCbt++bW1tDTSNIFxBWlpaV1fXwsICFLYeXKJUKqH+ABAGnzQaDYvFotHotLS0wcHB+fn5ubm5yclJdZX+yMjI5OQkhULh8/lQZxgfH/fz84uJiQHROyAAQQKhUNjU1HT//v3bt2+HhoaWlZU1NjbGxcXZ2to6ODjU19enpaW5ubmFhoZiMBhA9gB5hvL5bgdSqRRsYw4ODh4eHv7w9sXvViu4IBgBGAEYgZ8dgdVL1aRSKZFIrKyszM3Nraurm52dBYu40IomNFcAU4Hp6emYmBgTExOgWAsODlZ3wgHmKFVVVWZmZjo6Ojt37vTz8xsbGwNTFrDFPCcnx9nZ+eXLl+3t7Vwu99WrV+fOndPS0jp48GBISMjk5CTYKiCTyTgcTkNDg52d3ZYtW4BbP01NTeBYMj4+Ho/HS6VSkDOLxYqMjDxw4MCaNWv27Nnj5+e3sLDwdqeBZk7qsyu5XA60aoCqPX36tK+vD6RUKBSLi4sFBQWOjo6enp719fWLi4sQIG/n/9XPfM+yvnrlPz1DaGoL7hf4eiGRSH19feXl5QgE4vHjx1euXDl69OiJEycuXbpkZ2cHtql0dnaC2HdcLldd7bmiaCj/Fee/7ldQikgs6ezuTVBRNVRCxrJWbZ6yTNXo/0/VqAw2fRVRNS6FsUhjAapWgEpMa27vXuT/eD/vn9U6UBNDB+By6Ov7Dj6rlPclBpmr/6penEQiYTKZY2Nj1dXVERERNjY2x48fNzIy2r1797Fjx6ytrf38/DAYTHd3Nx6PZzKZYMnsc599iKoZGhr+/vvvKSkpYBHtc/NRv4uvdaxUKslkckpKysWLFy9cuIDBYJKSkiIjI8vLy/F4vFAoXKFsh0w5+vv7oXBn0MuBQqG8fv06Ly8PxD0TiURAAy+VSkGIbcDxoNUBcBc0Gi0vL8/X1zcxMbG/vx8EjwbEXCgUTkxMpKam3r5929LS0tHR0cvLy9fX18XFxcnJKTQ0NC0tLTg42N3dPTo6uqGh4QOBp78WYh/IRyQS+fn57dmzx9bWFovF/kBTzA9UEv4JRgBGAEbgp0NglVI1pVLJ4XBevXp19epVY2NjCwuL6OhoHA43Pz/P4/GACY9EIgEHIpGIw+GMj4+j0egjR45oaWkZGBgEBgZOT0+v2ERRX19/7do1XV1dQ0PD58+fDw4OgpFYIpGMjY09evRo165dly9fBiY6ubm5f/pj1NbWPnXqVHZ2NpPJBCZDTCaztbX1xYsXxsbGWlpawK2Inp6epqbmli1bbt26VVFRAe2zp1KpoaGh+/bt09DQ2Llzp7e39zu1amCwV59FAc72Z/xTa2trXV3dzZs3P3z4sLOzE9yRTCbD4/Fubm7btm07derUn2EMQISu1TD7+emegfdVGJrmAg0ni8WamprCYrGJiYmurq5mZmaHDx82NjY2NTW9evWqm5tbcnJyW1sbHo9nMBhQ+DswLXtfEd/zvEQqXdaqJWeGRMagEtJrX3dMLVDIjEUKfdmtCLB+VDnrXz1atUWyikkOj88mZWFQiWltXb0CkeR7gvbtylrxsKt//bqFrngnAKW9UCikUCj9/f35+fmenp7m5ubGxsa7du3av3//qVOnHB0d4+LimpqaZmZmgKEjZJj3z+opEony8/N37tx5+PDh+Ph4KErK173Tf5abSCSqrq62tLQ8duwYCoUKDw9PTU0dHR2F3PkCNRqDwZiengZrNJGRkWg0uqurS92x/tLSklQqZbFYo6OjPT09HR0dExMTPB5vhaeQtyspFotHRkbi4uLc3d2joqKqqqoGBwdHRkaGhoYaGxtjY2Pd3Nw8PDwSEhLy8/MzMjISEhLQaHReXl5hYaG/v7+np6e/vz8ajR4bG4Pq/HYp3+GMUCj09vbevn27tbU1FosF27a/Q7lwETACMAIwAv9uBFYpVVtaWqJSqX/uE9i3b5+mpqaOjo6xsfHdu3eRSGRjY+Pg4CCwKhkdHR0aGurs7Kyrq4uMjLx69aremwjXSUlJRCIR6KBAEyqVys7Ozrt3727atGnLli3Ozs4dHR0SiUQul3O53Nra2osXL+ro6Jw9ezY7O5tCoWRnZ5uamq5fvx5o1fr7+/F4/OTkJAhgun//fh2VHDly5MaNGxcvXtTX11+3bt0vv/zi7OxcV1cHFqHJZHJISIiRkZGGhsb27dtdXFxmZmY+pUuBKX5/f7+jo6O+vr6urq61tXVDQwNQ0fB4vKampqtXr2poaBgbG0dFRZFIJEg19yn5w2k+ioBCoRCLxRwOh0AgDA0NFRYWvnz50srK6ujRowcOHPjtt99OnTrl4OCARCLr6+snJibodLp6bL0VU+SPFvetE0hlsoHh4fTM3JAIVGRsYi0WNzFHJNE5VDUPkFSVSm2VGEBSGIsUxiKJxukdHEenZsUmp/cMjoil8m8N1L81f6VSKZFIuFzuwsICDodLSUl58ODBiRMnfv311+3bt+/Zs+fcuXPu7u4YDAY4C4FoBrSQBCzr1L9+IlYSiaS6uvrkyZPnzp1LSUlZVetKCoViYmIiKCjo9OnT/v7+gYGBhYWFwIkIWC8TCoUzMzOFhYV+fn6uKvHx8cnKyhobGwM2fiD4p0QlXC53ZmamoKDg8ePHwcHBY2NjAoFALBYLhUKRSCQWi4GDfgg3QH35fH5PTw8Cgbh7966lpaW9vb2Dg4Otra25ubmlpaWvr29ZWVlXV1dvb29nZycWi3316hUGgwkLCwNuS1AoVHl5OYPB+CgthMr9ugegSwiFwhcvXgCq9vr1a1ir9nVBhnODEYAR+J9FYJVSNaVSyWQyMRjMsWPHNmzYoKGhAXRlwEm0ra0t5GDdzs7O0tLy/PnzBw8e1NfXX79+/e7du11dXXE43IpVPaVS2d/f7+LiAsJeWVpalpSUUCgUGo3W1dXl4+NjZGS0ceNGCwuLysrKxcXFP+ffwHOjjo7O6dOnnz9/HhQU9OzZM3Nz8127doGw1OfPn4+Jiamrq0tISPjjjz/ATrmdO3c6ODgUFxdPqSQwMNDIyOi///2vvr6+tbX16OjoJ/Y2EAPK3d1927ZtGzZsOH78eGpqKoVCodPp/f39Pj4++/bt09bWPnfuXFZWFnAkuNrowSfe6SpMplQquVzu6OhocXFxaGioi4vLtWvXTp8+fezYsQsXLty/fz8s7P/Y+w73toqs/f/k+34PW4H9ll12H2AhBAKkQAqQhBJIAoQlQAgJhJ5ASDYhcVexerEs9+64d1vuvTdJLrKs3nu7Tb+9mvgi5IQ4iRNcZh499tzRlHPeGVvz6sycQwNO8BYWFtxuN3WXMlqXNTUdGI7PLSyUllWkpHLpHFF1Y+v0nFpP2tN+DoG9uoHR7q43J6Bqi3prd/+oID1HklMwqZxFMEjVopfYivIYhvn9frPZDJwwMZnMTz755JVXXtmyZcvTTz8NzjomJiaWlpaOjo5aLJYYOgHGuJvFjGHY6OhoUlJSfHx8a2ury+W6m95WpPPtVPJ6vZWVlYcPHz59+vQPP/xQVlZmtVrBVbFgMDg3N5eTk/Pll1+eOHEiJSWltrZ2ZGRErVa73W7whRpw4SuXy8fHx1taWnJzcy9dunTixInk5OSBgYGJiYmxsbHBwcG+vr6JiQmdThd9iQtQNRzHPR7P8PBwenr6Z5999uqrr77wwgvPPvvs1q1bDx06dP78eSaTyeVy2Ww2FewE+BQVCoWpqam5ublKpTKm29sBYHXq/teP13/R+/vf//7vf/+7ra3N612Fa6WrIxnsBSIAEYAIrGcE1ihVC4fDgUBgZGTkxx9/3L179yOPPPL73//+f5fSn/70p//7v/975JFHHnrooT/96U//byk99NBD27ZtO3PmTGVlpclkivmKkSAIpVJ55cqVv/71r3/4wx+2b9/+/fff50XSpUuXtm/f/uCDDz7xxBM//PDD6OgogiAKheLHH3988skngVnvX//619atWx9//PE//vGPv//97//xj38cOXLkvwxNoVB4PB65XM7n8w8ePAhOQv7jH/947733RCJRQ0PDxYsXn3rqqf/5n/8BwbKHhoao00S/vnJwHFer1YmJiU888cTvfve7f/7zn6dPnwZ+uq9evbpnz54///nPjz766JkzZ7q7u4E/sV/vEL67cgQIglhYWMjMzDx58uQbb7xx4MCBo0ePfvnll8BZSGdn5/z8PBUYl9pvRfe/djajQBKcwPVGQ219A4MjSErlFZbXjMnntCa7gfSJ/7Oz/rvjVzd0EHJnhU5w+nFObWhu6+GlZeWVlM8uLKKQqkUvshXkg8GgwWAYHBwsKCiIi4v78MMP9+7d+9xzz+3atevw4cPff/89n89vbGxUKpVgPUc7pYg+vhuznmMebymI0+kEZAb8Z77d5rfs/44rANPZf0/XHzt2bN++fcePHweR34DuTqezubn58uXL3377rVgsHhkZoYxFQIVgMDg0NCSVSkEwhoSEhIsXL165ciUrK6u6urq0tFQqlQqFQgaDceXKlcTExKKiovn5ecpPIxgFnEq1WCzNzc3x8fFHjhw5ePDgoUOH3n777ePHj3/yySfA68mHH3548uTJL7/88vz584mJiTwej8PhSCSS3t5e4Kckeu7uGJA7a4hhmE6n++677yiqFvNV6Z11C1tBBCACEAGIwNqlalR8Gw6H89lnn73xxhsvvPDCE0888X+R9Je//OWhhx568MEHH3rooUceeeTxxx/ftWvXu+++Gx8f39DQoNFoYk7tg8201WoVCoVPPvnkAw888PDDD2/btu31118/ePDgs88+++c///mRRx555513ioqKwOkXm81WV1d3+vTpLVu2/OlPf/rd7373+0j661//umPHjlOnTmVnZ8/Nzfl8PnCEcnR0lMViHThw4K9//esf//jHf/7zn++9955AILh8+fLOnTsfeOCBv/zlL0ePHgU8cCUrD8dxs9mcnp7+7LPPPvDAA7///e+3bNny5ptvvvbaa9u2bfvLX/7y8MMPv/zyy+CoJ7jDtnY2QCtRcC3XIQhCpVLl5OT8EElsNru4uLirq0sul5tMJo/HQ3mOiT4VtrY1wt1uZ0dXdypPGE9np+cV9wxPqg1W4y8PQK4dqma0knfVJuTz1yrruUJpeXW9Rm+MPtK8ltFeI7KFQiGdTldeXn7hwoV333331VdfPXDgwLvvvvvtt98ymcyysrLBwUGVSuVyuUKhEEUb7sW/ERBZBBw4B/+N78UotwU7JQaO48PDwx999NGWLVuOHDlSWlpqt9vBDVWFQiEWixMTE8vLy+fm5gAjAg3D4XAoFJqdnRUIBD/88AOdTgfu+LOzsxsbG7u6uq5du8ZmswUCQX5+vlQqvXz58qlTp77//vvc3NypqSlglAOY4zhut9s7OztZLNbXX3999uxZGo0mkUjS09P5fH5qampycnJcXFxiYiKdTudwOEKhUCqV5uTkFBUV9fb2gnvUoKvbQmAVK4dCIYVCcfr06UcffRRa1VYRWNgVRAAiABFYu1QNBNTy+Xzz8/NdXV0lJSWpqannz58/c+bMiRMn/v3vf7///vvvvffeBx98cPLkybNnz/J4vMrKyunpaYfDQW07qAkGH67BYLClpeXtt99+8MEH//d///eBBx74wx/+AFjQ3/72t7feekssFs/MzIDL4iiKLi4u1tXV/ec//zl8+PC+SDp48ODHH3/MYDCam5vVanUgEAAcCcQVmJiY4HK5x44de+GFF3bu3HnixIm8vLzc3NyTJ08+9thjW7duvXDhgkqlWuEeBYSOBa5QHnroof/5n/8BdBF4m3z00Uf3799Po9FGR0djbrdTWsPM3SDgdruVSuXAwMDo6KharbbZbD6fjzobFr2vpfZ8dzPcvW9LBIL+sYlJUXpWHI3Fk+bIugdmFw0xd9XWDlUzWFw6k2NwdDo7v5QnymiUdVpsTkjVVr5OCILw+XxyuZzBYLz//vuHDx8+c+YMk8ksLy/v7e1dWFhwOBzAMyHFPVbe+d3UXCN/L5QYBEFMT0+fO3du69atx44dq62tBQ51/X5/e3t7XFycVCpVq9XLIzGYTKby8vKrV6+KxeKenh6lUjk/P6/RaNRqdUlJSXx8fG5u7sDAgFar1Wg0XV1d6enpCQkJ8fHxIBIAIIThcNjr9Q4MDMTFxX300UcXLlwoLS0dGxvTaDQ6nW5xcXFubk6hUIyPj4+MjAwODvb39/f19fX394+NjWm1WupK4d3MyN23DQaD/z09+8knn/ztb397//33W1tb4QHIu0cV9gARgAhABMLh8JqmaoCtBQIBj8djNptB4Nrx8XHwcdXf3z8QSaOjo9PT02q12m63R0dgi5lg8MGsUqm4XO7u3bsffvjh3/3udw8//PC//vWvffv2fffdd0VFRbOzsz6fD1ApgiCCwaDVap2enm5ra6uoqCgrK2tsbBwYGFCpVE6nM8auguO43+9XqVT19fVpaWkCgaC2tnZhYUGlUhUXF3/zzTc//PBDS0uL0+mMEexmj+BkzuLiokAg+G88ogcffBB4m3z88cd379595syZnJyc6elp8O3szTqB5XeMAHDDAPwBUIHRqWhI0fu8FXLvO5ZklRoSGI4uLGqKy6riaGwGP62stmlsek5rsK3ZA5AqjamlvVcoyeaLM3sGRpye63+bqwTIxu8GWNVqamqysrJqa2tHR0dVKpXVagVmYYp73J+Dc2v2TwbEqPxvPLQDBw588sknDQ0NwHrm8Xiam5sTEhKKi4vdbjeFElAEQZD5+fni4uKysjKFQuF2u4PBIHDc0t3dHR8fn5qaqlAoQLgOBEFcLhcI3Qlc8yclJVVUVMjlcoPBMD4+DnyKXLp0SSaTGY1GQMCAc3/g69/v9/t8Pm9U8vl8wEq5whP193S5IwgyPT392WefPfroo8ePH4fO+u8p2rBziABEYFMhsNapGnW6DMdxEGoGONqifoLANcCpA1V5+RRSm2m/3y+Xy9ls9ltvvbVnz55jx44xGIy2tjbgljrm2CTgiqFQKBAIeL1ej8fj9XoBG4weAnxygxJwQdwSSYBEIQhitVpVKpVarXa5XMAKF938ZnlA1TAMU6lUfD7/yJEju3btevvttxMTE+vr6+VyebQDAErBm/UGy28LAQpPKkOtrjW747yVggSOY063p627n8YRJrL46bnFnf0jqkXjWqRqVvKummJOU1nXzBVKxdLcCflcIAR9itxqkqPeB17mQ6GQw+Gw2WxUwK6YJR3V4t5mwR/O2rGLRuMQCASmp6evXLny8ccfi0Si6elps9ms0Wjq6up++umn9PR0o9GIIEj0PwEURf1+v8lkstvtCIKA3giCsNvtYrH4p59+qqmp8Xq91JVpMB1ms1kmk128ePH48eMffPDB+fPnBQIBl8s9ceLE+fPn/xvt2ukkTcfRst3bWVml3nEcNxqN4Nb3N998Mzg4CK9PrxK0sBuIAERgsyOwDqjaCqdo5Z9twKmXTCarra3t6OhYWFigLGkxY1GfvjHl1CO1a6dKVjFDMcBQKDQ/P9/a2lpTUyOTyUC4HmrHc0shV1GkTd4VNd1UZl0BQjovCCKoYl6dnluUxOazhOnVDa3TMwtrkapZnDqTY2RCWVBSyRGkl1U16Ew2FF9XeK8BYcHXPWtAEFIEIMza4SExHxlut7u1tfXChQufffbZxYsXU1JSkpKSvv3228OHD3/77be1tbUajcbv90effAbf5UVrRBCERqO5dOnSV199VVlZGfPdHDiSOjExwePxvvnmm08++eTo0aOHDh169913z507V1tbazabqX/sa2TWViIG+H8YCASam5sFAkF1dbXBYKA46kp6gHUgAhABiABE4GYIbByqRmkY8wFMlVMZsGNAURRBEHD16JZNqLa/kqGYFagT8/grDW/51g0FXhWZbzk0rLCBECCXJEYQJpujsa2TI5QkMbnZhWU9g2M6k91ocZFe+38Lx/0g+nbMT4PFqdKZO/uGpdn5ovTMvkHy9CMeDhOx80FEyqifsW/D57WAAPgP5vf73W43ZYBaC4JFy4BhmMlkKiwsPHv27MmTJ7+KpOPHj7/yyiuvvfbauXPn8vPzx8fHXS4X+NQARznAT4pfEQQBYmkeO3YsKSlJqVQCWxxgquFwGMMwu90+NDRUV1eXn59/7ty5vXv3fvzxxyUlJRqNBtCbVfzsiFbwXudxHHc6nTqdzmq1BoNBCpN7PS7sHyIAEYAIbGwENiBV29gTRmkHqRoFBcysEAFA1byB4KRyNrugOJHJ5Ygyqhpkynmt3kweOIywtfvquD+GoVGPeotjUrlQ3dAizsgqKLk2r14MIqRRbZldjYiUgXeW8bgV4gKr3WMEcBy3WCx9fX2tra3z8/N+v38N/vvCcTwQCExNTZWWlqalpUkjCbhkfO+99955552PP/4YuILs6+sbGxubmZlRq9VardZqtXq9XurqssfjaWlpuXDhwtmzZ6uqqozGWLelOI4Hg0GLxTI0NESn00+cOJGVlbWwsEB58L/Hs3GvugeEnMJhnRLOe4UO7BciABGACNwpApCq3SlysB1EYL0hAKhaCMNNdmedrD1VKElmCTLySnoGxha0ZsDWTNY1QdW0Jlt3/2h2fok0J0/W0WVzurHrnCyGj0Gqtg5WIYZhY2NjiYmJ33//fU1NjcViWZsmF3DTWKVSDQ0N9fb29vX1dXZ2VlVVSSSSy5cvnzhx4uOPP7548WJSUhKXy83MzCwsLKyurq6vr5fJZGNjY+A+G7ic3NXVlZmZWVBQMD09HQgEonkLoDQmk6m6ujolJUUgEIAA1tEHKdfBpEIRIQIQAYgAROC+IACp2n2BGQ4CEVgbCODhMIoT3kBobEqZVVhKYwtYvLTC0qrRSaXGYDNaXPf53hplRqMyBotDb7ZNzagq61tE6dmlFdXy2Tl/EMEI0qQGrWprYx3dnhQoispksvfee+/ll18WiUR6vX5tUjVAqBAEifa16HQ6NRrN0NBQVVVVZmamSCRisVipqakCgSAtLS0jI4PD4Vy4cOHy5ctFRUUgpCegfHNzcyMjI3Nzc8FgkPJHAs5Aut3utra2uLg4gUAwOTm5wTxwrEGT6e2tV1gbIgARgAisJQQgVVtLswFlgQjcYwTAdS8EJYwme6OsUyDOTGFwecKM6vpWxaxWb3aZImyNIk5Gq8Nkddy7YGvRA1F5tc7U0TuYmV+SkVPQ3t1ntjkQFMcIAgsTMTa1CFrwoto9XjR33X0oFGpsbDxw4MD27ds5HI5Wq12bVI1SNJps4DiOoqjP57NYLFSUM4VCIZfLFQqFUqkcHR3Nz8//7rvvvv7667q6OrPZDG5Bg7t5wPFmdM9ut7u3t5dGo129elUmk3k8nujhqJrrN7PB1Fm/EwElhwhABDYGApCqbYx5hFpABFaEAHlekLQdhP1+RKFUFZdUMVmiZAY/LaNA1jEwu2A0mF1Gi9NopV6Oe8rWKHoGMgaLXW+2y2cXSsprRBl55dUNM/PqYAglCFJseCNtRXO89iohCNLQ0LB//36Kqq2j3Xx0KEWQp1yJgMdAIKDVaqVS6cmTJ69cufJf+yEI8ul2u/1+fygUAuHRMAwLhUI2m62vry8xMfHcuXMFBQUajSZ6uqLPSUaXr6P8BlBhHaENRYUIQAQ2AwKQqm2GWYY6QgR+gQARJhAMc7i8fQNjGVlFSXQeg5WWlVfePTgxrzHpzU6j1R15OSMMyr7qbM1suX4jLoaqaY1W+dxCa2ePNLsgt6BicHjK4fRd9/MeMakBtkb9vJGR7Reawoe1gEAoFGpoaHj11Ve3b9/O5XI1Gs0at6rdEDSKhIAM9RPE/Jyens7MzLx8+fKVK1c4HE5OTk5FRUV7e/vQ0JBCoZiZmZHL5f39/RUVFXQ6/fz581KpVKFQ+Hzk8l7vCRBvHMd9Pp/b7fb5fOtxftf7LED5IQIQgY2KAKRqG3VmoV4QgV9DACMIBCPUGkNNXQuLl57MEKZy04vL6wZHp1Uak8HiihC2e0XVqBOVRqtDbyGpoMFi15ls8rmFlvburPwiSWZuQ0uX1mANIdevp4GowBRJgxa2X5vdNfZeMBisr6/fvXv3888/D6gahq3XaOY3swcGAoGFhYXa2lomk3n58uWffvopKSmJxWKlpaXl5ubmRZJYLGYwGMnJyQUFBXK5HLgbWWNzdSfiAEcpPp9vfHy8ubl5cnIShCq9GVZ3MgZsAxGACEAENisCkKpt1pmHem9iBIhwmLz6RYTdPv/4pLzkWk0qW5xM5/FEWdcq6wdGphb11ohDSKfBajdYbatuVTNZHEaLw0Qes3SYbC6j1ak1WuSzqua2roycAp5Icq2yZnpG5fUjOEGGTiYN6d2SWQAAIABJREFUa0tB1airadCktl6WcCAQKC8vf+GFF55//nk+n6/VajfYJh5wlVAo5HA4lErl4OBgY2NjRUVFcXFxXl5eVlZWTk5Ofn5+cXFxXV3d0NCQ0WgEvkbWywzeUk4URXU6HY/H++KLL7KysrRa7fpl47dUFlaACEAEIAL3EwFI1e4n2nAsiMCaQAB4uCcNazjmdHump5VFxeVMljCJzhOkkWxteFyh1lkM5KU1u8Fyb6iaNXILzkZeitOZbFPK2UZZuzQ7P5UnysovHJ+Wuzw+ICekZGti0dyFEH6/v6io6Mknn9y5c6dEItHr9RuMqgFsAGELBoM+n8/lctlsNovFYjKZtJFkMBhMJpPdbvf5fBiGbTAEgsHg8PDw6dOnt2/ffvny5enpaRDrfIOpeRd/BLApRAAiABG4QwQgVbtD4GAziMC6RmCJreEojrucnpGxydz8khQmL5nBFqRlllbU9Q1NzC8a9GbbPbKqGUh7GknSFrSGsSllXVOLNCc/lSuWZhf0Do5YHU4M+hFZ1yssSni/319cXPzkk0/u3bs3JyfHbDZHvbnRssvJCaBwVDnIUDffNob+Pp+vqanpyJEj//rXv77//vupqSlI1TbGzEItIAIQgd8cAUjVfvMpgAJABO43AoCnRa57EeRJSBy3Olx9Q6PS7IJkBofG5HF4kryCa+1d/TMqjdZkMViAH0hwde2OfPdHbGikE5Glc496s11rtCnmFrv6R4rKqoWSTAabL5Bkyjp6TDZXEMPxJT8i0Kp2v9fHao8XDAbLy8ufe+65l19+OTc3d5NQNYqbUXBSnkioMGsbhrB5vd6qqqpDhw498cQT586dm5ycRFH0zrSLRomCDmYgAhABiMCmRQBStU079VDxTYrA0l0vgrwFFnnhYQLBcYvd0dkzmJFTyOKIaAwuI5WfnpXX1NoxPj2zoDXqzXaD1XH9ZbZTfkHIjPW6O8dfFFp+weiMVqfB4jRYnXqzQ2+2L+rNynnN0Ji8vqUzK7+UyUtjsoXi9OyahmaVRu8LYWgk4PWSqJt0pjaG2jiOh0Khurq6vXv37tq1SywW63S6zXmR6c6oy7pYBj6fr7W19d13371LqgZC2Pl8PhRFKcWXk17qLZiBCEAEIAIbHgFI1Tb8FEMFIQLLEYiyq5ERy0jTGoahNptzeHSirKJWIMpgpHJpTI5QknmtsrZ7YFgxp17QGXUmq95iN1hIuqU32/Rm0nmjkbxvRprdfvXl0pkci3rrnNowqVD1DI41tHTmFZVzRRnJqcJUvjQrv7S1o2dBo/UFQhhBOhG57vlxueywZL0hgCBIU1PTG2+88eyzz9JoNJVKBZ25r7c5vIW8gUBgeHj4o48+oqjaHRyAxHHcZrONjo729vbOzs663W5oYbsF7vBtiABEYBMgAKnaJphkqCJEIBaBX1C1CC0ij0PiBO5ye+TK2frGlpy8IhZXSEvlcoVpWXmFdc2tfUNjk4o5lcagNVqXqBrpcSRC1UDI7BuwNWBDWzRY5fOagbFpWWd/RW1zdsE1vjiDzhKkpAo4wszisrr+oQm90eaPhLsmRYGnHmOnbL0+4ziOomhnZ+exY8eeeuqp8+fPy+VySNXW63TeRO5gMDgyMnLixIknn3wSHIAEVO0m1W9QTBAEgiCzs7MSieTixYsCgaCvr8/tduM4GacDGtZuABksgghABDYHApCqbY55hlpCBH6BwHKqRh42JMIEiuNun0+rNw6NjFfWNmTmFgrSMvjidFF6VnZ+UVl1nayzZ2BkfGxKOT0zP7ugnV/Uq3XGRb058jIt6sGLfFRpDbML2gn5zMDIRHvvUHVjW35plTgzL5UvoXOEqVwRX5yZk3+tsblzWqG22b0hlLSkXX9BqvaL+VrHD2ALPjw8/OWXXz722GNnzpwZHBwMBoNw872OJ3WZ6IFAAFC1p5566uzZs1NTU7c7xQRBoCi6uLiYkZFx7NixN9544+LFi+3t7VarFTjMBJxt2ciwACIAEYAIbHAEIFXb4BMM1YMI3AiBWKoWubRGHjvEIs48EAy3O93zau3IxLSso/taZU1GTj5fnM4Xp2dk5xeWlheXV5dV19c2yprbujp7B/uGxvqHx8HP/uFx8GrvGahvbisuq8ouKBFn5nHFGam8tBQWn8YWCNOzCorLmtu6J6ZmtVqzz4tgGGlJ+1ksSNVuNG3rtAzDsJmZmStXrjz22GPvv/9+S0uL1+tdp7pAsW+IgN/v7+3tPX78+JNPPnnHVI0gCLfb3dfX99NPP+3evXvXrl3nzp1rbW11OBzADAvp/Q3Bh4UQAYjAxkYAUrWNPb9QO4jADRH4mRPFXAqj3sCIsD+EuLw+s9WuUmvGJqa6evrqGptLyypy8ouEkiyuMF2QliWW5qZnFWTmFmfllWTll2YXXssqKAWvtKwCviQb2NDobAEzYkbLzC0sr6nv7h+Wz6gMJpvHG0ARLIyTYaaoofGlaNc3FB0WrjsECIIwGo1isfjJJ588ePBgSUmJ0+mE2+51N4/LBaaOJnq93rq6ukOHDm3ZsuXSpUuzs7MIgiyvf8sScF2ts7PzP//5zwuR9MMPP3R1ddntdrBgqBFv2RWsABGACEAENgYCkKptjHmEWkAEbguBaFr0C/8dwOkidRCR9DdChBGM8AcRu9OtM5gUM3ODI+MNLZ3l1Y3FZdU5BdcycoqkWQViaa4wPUcozRGk5wjSs8l8erZImpORW1xQUllV29Tc2tXdNzQ6MaVa1NldHn8QQTHyu/IIRSPZWbRM0Kh2W9O5liuDqGIOh+PatWu7du3asWNHWlqawWCAVG0tz9oKZaOIk9vtvnbt2v79+7du3ZqUlKTVau/4OiKGYS6Xq7Oz89y5c9u3b9+5c+elS5d6enq8Xi+8t7bCeYHVIAIQgY2EAKRqG2k2oS4QgRUiEE2LfkHVyIhPSxfGSFMXlQ+HEQxHMDyIoP4g4nT7TWa7Sq2TK+dHRid7+obaOnpaO3paOnpkkVdbZ297V29X7+DopHxOrTVb7B6PPxAIhUIIQnI0kgFiGHAYAGjaz+NCq9oKZ3GNV6PMIDiOezwemUx29OjRrVu3JiQkzM3NRXtjX+OKQPFuhgBF1VwuV1lZ2VtvvbV3714ul2syme7yapnT6ezs7Dx79uyuXbv27Nlz9erVgYEBp9N5l93eTBFYDhGACEAE1iwCkKqt2amBgkEE7ikClOXsplSNqkHeYSMIPAxeYXILTnr4x9AQEvQHfB6vy+m0RZLFbrPZI8npsDudLo/HFwgEEQTHMILkZ+RZxzBpSruBahQthFTtBuiswyLKbgY8i0xMTHz//fe7d+++dOnS1NTUnR2QW4cwbGSRKarm9Xo7OjouXrx47ty5uro6l8t1l2qDk5AymezcuXM7duzYv39/QkJCf3+/y+WCbO0usYXNIQIQgfWFAKRq62u+oLQQgd8GgV9xmA125Nfv/ZMWskiKZICsEeeSEaJHUrQbsbTfRic46r1FIJqq4ThuMBhyc3PPnj0rkUjm5+c3ZxTse4v4fe8dnG7FcRxBEJPJ1Nvb297ertVqV4WH4zhutVobGhq+/vrrl1566ZVXXqHRaMPDwz6f774rCgeECEAEIAK/GQKQqv1m0MOBIQLrEQFq/00elSQPSK4okWa4MBY5TQnZ2ooQ22CVCILw+/2zs7Pd3d1yudzj8dzxXaYNhsx6VwewNYK0smMej8ftdodCoVUxfAH3/QaDoa6u7uuvv965c+fBgweTkpL+G/iB8iC68n9B6x1nKD9EACKwaRGAVG3TTj1UHCJwPxGIPt4ITzjeT+TXylggFrbf70cQZFW28mtFMShH5Fsbak4p+kRl7gYhDMPMZnNtbe3nn3/+3HPP7dmzJyUlZXh42O/3r0r/dyMbbAsRgAhABO4DApCq3QeQ4RAQAYgARAAisHQ4dsXGWAjZOkKAMq+trszAtqbX6+vq6s6cOfP000/v3buXTqePjY15PB7I1lYXbdgbRAAisAYRgFRtDU4KFAkiABGACGw0BKhd9fXbjNevNG40NTeVPtScAq2XrqlexyDm3dtFJro3FEUtFkt9ff2HH364ZcuW/fv3M5nMiYkJn88HT9LeLrC3Xx+cWl/pcffb73+zt6Dwjc5sdlCg/lEIQKoWBQbMQgQgAhABiMA9RgDs4KM34vd4QNj9vUIAHGpFUfQe8aVosofjuMViqa6u/vjjj7dt2/b6668LBAKlUun3+++VerDf6whQx9chIquPAAUu5XIZ3hBYfZTXeY+Qqq3zCYTiQwQgAhCBdYJANElDUTQYDCIIEr0dXyd6QDFJBHAct9vtarVao9FQ8anvKTQYhlkslsrKypMnTz7//PNHjx6VSCQzMzOBQOCejrvpOwckgrSqEUQYRVEEQUIh8hUEgTJRDMNw6rLipofrxgCQAOE4imGhSHjREIKQLxRFCRwLExgZCydMvaAF88YgbtZSSNU268xDvSECEAGIwG+EAIZhRqOxr69vZmbG6/XGWNggefuNpuU2hgWsSSaT8Xg8qVQ6OzsLYprf07kDfiYNBkNZWdmnn366e/fud955RyKRKBSKUCh0G9LDqreBALD6kEE1URQP+INmk2VhYXF2Zk6hmJUr5pQzqkWNwWS2u72BUAhBMTyaZpDrgWxKliEYEUSQQCgUCAYjDCU2pOdtCLV+qoJFG0JQl8enM5jmVWq5cnZKrpycVkzJlbPzKqPF6vB4/UEExcPYkqNkwNlupSU0v90KoY3yPqRqG2UmoR4QAYgARGA9IEAQhNfrlclkP/74o0AgGB4edrvdFFu7p3v99QDPGpWRmhfgPsThcLS0tJw7d+611147c+ZMf38/IEtUtXunBoIgGo2mpKTk008/femll44ePZqWlqZQKILB4L0bdBP2TJKs6x6AyGwAQRf1ptFJhay9u6KqvqS0sri0sqi0svhaVVVds6y9Z2h0SrWodbi9QZQMw/kzYqTFiEAx3GS1TcoVE9PyaaVSq9P7vP6NG2XzOr8Nh8MYhjud7vkFbf/weENzW1llXUFxWW5haW5RaW5haXFZZZOsvX94bF6t9fpDS1Y1AgvjgIdF4xiJShp9nQ1StZ9X2cbOQaq2secXagcRgAhABNYWAgRBuFyugoKCHTt2HDhwgMPhTE1NQavI2pqkZdJQXDocDgcCgb6+vvPnz2/btm379u2XL1+enp4GYa9/sUdf1sndF4D+g8Hg4uJiUVHRiRMnnnvuubfffjstLU2pVMJVdPcIL++BCId9/uCcWtvQ1p1bUskVZzI54lSOiM4S0Fh8GkvA5kt44kxpdmFFbePwhNzq9PwiwD2BhUmLHDYyNpFXVJJdUFRQWtY7MGS3O/FfWOCWj7x+S4gwGUcUQxDEbLYODo6WVzWkZxdyhFIaS5DM4CUxuEmpvKRUPo0t4ImkmblF9Y2tKrU2iJCWRjxiiAS07ZdUbYnKwZOS63dp3JHkkKrdEWywEUQAIgARgAjcEQIEQQQCgba2tqNHjz799NOvv/56dna2Vqslz0RFfxl/R53DRvcaAY/H09XVdfHixRdffPGpp546depUc3Oz3W4HV5XuwwwC0oggiFqtLi0t/eCDD5555pnDhw9nZGQsLCzAVbSKCwBAHUIxtc5Q09zGl+Yms0XxDF48jZtEJ/lGPI2dQOck0DlkhsFJFUhyiytGJuQulyvK0wxpCAqFkPbObhaHT0vlsfhp9c1tFoudwKKYyCrK/dt3RVrVMCxkMps6O7uysvKYHHEigx9P48SlcOJS2AkMXhyDd5XOTaBzk+l8OkskkuQ0NLUbzXYEI0lejK+RiEIxZcuo3G+vNZTgXiEAqdq9Qhb2CxGACEAEIAI3RADHcbPZXFhYeODAgb///e/Hjx+vqqqyWCzUfaf7sOO/oWCw8GYIgCs3Vqu1s7Pz1KlTjz/++GOPPXbs2LGysjKLxQL25dGWt5v1c/flYBQQb81kMhUXFx89evSpp546evRoQUGBXq+HvmruHuSIBxESaQzD7E5XV/+QMCM3kcWPZ3CSmTwWVyyW5GRkF0iz80XSbBZfnMRgx6cwkxlsgSSzubXDYrFE/QmT19VCIUTW1kFjchJoLBpbUNPQYrbYSU8aGzORtApBAqOjoxkZ2UwGJy6ZGU9jJzF5qYJ0gTRXnJUvySlgi9IZXFESnZuQzEmicbJyiiamZnwBlLyxRvxsOFs6CQmp2sZcKyvRClK1laAE60AEIAIQAYjAqiEADGtKpTI5OXnHjh3PPPPMyZMny8vLFxcX4Y2jVUN59ToCTvlVKlVhYeFHH320NZJOnDhRVFSk1WrBabf7w9MoncBwCIJotdr8/Pzjx4+/+OKLn3zySWFhoUajCYVCUVSBagQzK0VgaTYJEmG9sbq+mc4RxdE4ian8tMz8to7emZkF9aJ+QatTzs139vYXlZYJxOkCcXp5Va1idt7n84EeCBzHMTKWQzCItLR2JNI5V1NSU9iCyvpmvckaQnCMdIpI+kWMJPI3sKxTV7KAxGA2yWOFOIZGEoKgaMTzZOROXcRxCXBhsnQBDpTjeESEiIdKIBIpEUYeTSQ9WJI+GDEUx/Ale/51sZf9Wilw1+uR4uM4qtFo6urqxWIJncUVpGeWVtZ09Q9PzszPqrXzi5qh8cmKmgYWX5JI5yaksATizK7eQafbR9nLKBAixsfoJyp/m3LB6usTAUjV1ue8QakhAhABiMB6RgA4F+nu7v7xxx937dq1ZcuWDz/8MCcnZ3Z2Ft44+k0mNprbgJ0qJQaGYQ6Ho7a29tNPP3388cd37dr1zTffVFZWUsdW77+jdkpCBEF0Ol1+fv5HH3300ksvffzxx2VlZRqNJuoAHqUHzKwUgQi8JGVAEGR+QVNSVp3E4F5JYjN40qb2PqPJjiAEToRxgkBQ1OlyK2fnWts6mlrapxWzbi8Zl5ykZ6GQy+Wy2mwWq91otlbXNSXQOD8lpaZwhMWVdVNKlcnisNicFpvDYrVZrFarzeJyuxHSqnTdpkSdjyQi7uyDKOJ0uS1Wq95gVC9qtVqD2WJzONyBAIKRdiiC9Hu/lAgijGGEzx+wOxwWq9Vms/l8vlAo5Pf7LRarVqdTa3RqrV5vsdo9zgBCuvQAwy2jaWTBUq8r/Q068fv98/PzLS0thcUlLe0dynmV3e0JoBgaDmME7nC5B0fGM3KKUliC+BQWTyRtae+yOd2Ah610JFhvEyAAqdommGSoIkQAIgARWGMIgLNVFoulvb398uXLe/bsefrpp48dO1ZaWmq1WteYsJtdHBzHrVZrZWXlF1988dZbbyUkJHR0dJjNZnAxDPiEvIPt7N3ASg0HLH4LCwt5eXkfffTR3r17T548WVxcrNfrwXnauxllc7cl+QmCIHPz6qLSyiQ692oylyXMHhhTer0IQYRxPEKPSPMR7vf7zRaLzmD0+AIRB5AkVbHarGMTE21d3W1d3S3tnZm5xfEpJFWLp3PFmflV9bKW9t62rv62rr62zp72zq7O7p6JaaXJ6kRQkqpRliOcwFAMcfs8swvq/pHRtq6eukZZeXV9dX2TrKOnt390dm7RZnchCHbdbSJ5fJN8BYLIwqJ2YGioo6uzt79POTdrNJvlypn2zu6ahsaymrrK+qam9s6B0RGVZtHl86IRpgdYVszPO1sJ4PiATqdTzs7qTUav34/gGOkQk3xhgVBwSjGTX1yWwuIn0Fh8cUZrZ4/d5aFI450NClttPAQgVdt4cwo1gghABCACax0BsBNCUdRut/f29tLp9EOHDu3du5fP5+v1+ltKD3bq1H79lvWXV7ibtst7iym5p53HjLXqj5TwVAbHcY/HMzk5WVZWVlJSMj4+7nQ6I2fVft7QrroYK+mQkjAQCMzPz+fk5Bw/fnzHjh0ffvhhYWGhVquFtrWVwLi8TgRY8iYZiqKzcwvFpZXJDG5cCofJz2jtGrLZvSQpItkQSSsAV4/EdybZG0gEQSwsLNTW1Umy8gTSbLYoPYUtupLM+inySmIJ2EIpT5zJl+TwJVkCSYZQkiFOz6yoaZiZXwyEUEBX8HAYDRP+YEBnNPSPjBRXVouzcoXp2ak8CYMrZvLSeOLMtIz8kvLarr4hjd7kJwMFRAJ1R8TweP29A0M5hSUCSUZ6dl5VfVN7T39pRbVQkpnKEyWl8hh8CSctMz2noKKucVyutDld1CW9n1d2JLccohWWgEuVIQRBUJJKkom00ZGGw2AoNDQynpVfksziJ9LZkszcwdEJrz8IqdoKsd081SBV2zxzDTWFCEAEIAJrCwGwH/J4PAqFIicn59KlSzU1NTabLUbK5dummJLox6XtEFkW00/0Y3QTqjy6cHlz6t2b7eduRgxAV1TzX8lQkoAM5VYxpgko//VjhzFNYh4pFcDVnUAgYLPZFhcXZ2Zm5HK52WwGzveBGARB3lny+Xw2m81ut1M3waL7jJH8/jxGAxsKhebm5rKyso4cObJt27b333+/pKTEYDD8wnH8/RFr/Y9CzmyEhqEoql7UlVXWRqgaO4UlyimsGJ+ccbr9CEmLyBBqIIxazKlFgiDm5uaulZUx2IJEBjeewb1K5/2UzI68WD+lsONonHjSdSQ3nsZJoLETaakpTHZu4bXJaWUwhETsTqQEQQwz22xtXd2S7NxkDj+ByY2jseNo3Hg6L47GJTM0Lo0tkuYWtXf3GywOBIvIHvnTd7u9LW2dXHFGAp2TwhII0rPTc4pS+ZJEBjeRyYujc6/QuVdonAQmN1UgKSyrGpcrEZz0dRK9sEH+jqeU+p9A4kPiFYGMIILBgFarb2xq44szExlcGotbUlGl1hkRLCLAHY8HG25EBCBV24izCnWCCEAEIALrAQGw1cYwLBgMmkymmZkZq9VKMQGgAbjVptFo5HK5UqlUqVRardZoNJpMJpvN5nK53EvJ5XLZbDaTyWQ0Gs1ms9vtjuYbFB44jnu9XpPJpNPp1Gr1XFSan5+fm5szmUx+vz+aCAE5URR1OBwLCwvT09NjUWl0dHRiYmJ6enpxcdHr9UY3BIwoGAwajUa5XB7V6Ofs1NSURqNxu90xDXEcDwQCer1+enp6YmJifHz85zZjY+Pj40ql0mw2BwKB8LKEYZjH4zGbzcZIMiwli8XicDicTqfVatXr9Wq1WqlUjo2NyWSynJycK1eufP75599++215ebnZbAZaU6TuuuuHiIeG6AHvci8b3dXd5AmCCIVCCwsLmZmZR48effbZZz/66KNr164ZjUZ4EvIOgCUilIF01mqxNzS3s/mSRBo3gcahs4V5xRU9A2Mavcnt84bQiLUo6nZZxKxFnorU6XQtstbs/GJpdqEkq4jOk15J4V5J4cTRuCkcMUeSLZDmpWUVpmUVSrIKpFn5Gdn5DU2tc/MLkduqJGPCibDN7Rkan8jML0xica/Q2fFMHp0n4UpyBBn5gowCtig7icmPSyGZWHZ+yfj0jDcQvP4NDRF2uTzNrR1sYXoig5PA4CSn8hlccapAwpVkpeUWinOL2ek5CWzhVTo7nsFhckVVdU0WpxvByAtv1OK/A+hu2AQjwggeDqKYxx+0OVyzs/ONja3SjDx6qjCFJZLm5A+MjNk9XiyC5K99yXTD3mHhhkYAUrUNPb1QOYgARAAisB4QANt9wFWor7SB4AiCyOVyLpd7+vTpL7744uLFi0wmk8fjpaWlFRQUVFdX1y2l2trawsLCtLQ0sVgslUobGxs1Gk3MlosgCL/fPzw8nJGRwWAwLl26dO7cue8i6ezZsz/88MPFixdzc3NVKtXyCF1ut7uhoeHy5csnTpx46623Dh06BH4eOnTo7bff/vTTT/l8/tTUVAx3wnHcYDAUFhZ+9tlnR44cOXz48JFIOrqUPvzwQyaTOTY2FtOQIAiVSpWVlXXq1Kl33nnncCS9FUmHDh06evToV199VVBQoFarKR+MADEURZ1O59DQUF5eHp/PFwqFPB5PIBCIRKLs7OyysrLq6urCwkIul3v58uUzZ84cO3bsjTfeeOmll5599tktW7YcOHCAx+OBGGWgQ4qtUY9rLUPRRRRFFxcXpVLpW2+99fzzz3/66adVVVWUbS1mMaw1LdaUPBSkfn9wclKRV1BKZ4vjUjhXk1k0tlgozauqax4dn9QbLW5vIIQSCE6gkZjWAGTyDy0QMJpNi1rdvFqrmNcUltfGpbCuprCT2aL8a1W9w+OKefXcon5+0aBa1C8satWLWoPB7HaTX3YAKDCcWNBoy6pq6Rx+HD01kckRZebUyTqGJhXTc+oJxVxrZ680K5fO5sfRUmlcQU1zq9F8/aYrQRAul7tF1sbmi+NprPgUVhKdyxVlVNQ1941OKRa0CrWmb3Qiv6wqhS0AJr60rLzBkXGPzw/Y5ipOB4oT3kDQbHfOL2qHx6eaWjtyi0q5IimdJWRy0jLySnoGR812ZxAn0DD5glRtFcHfAF1BqrYBJhGqABGACEAE1j0CMQyN0icYDPb29p49e3bXrl3PPPPMs88+u2vXrt27d+/bt+/AgQNv/zK99tpr+/bt27Nnz8svv/z555/X1dVR/QC+geO40WjMyso6evTozp07n3766aci6emnn966desLL7zw0ksvfffdd93d3cFgkNoygrYWi0UgELzxxhtbtmx59NFH/xGVHn/88RdffPH777/v7e31+XzRg6IoOjc3x2QyX3755a1btz69lIDL+61bt+7evRuMGNMwHA5PTk4mJSXt27dv69atW7ZseeKJJ/7xj388+uij//znP4EnxgsXLgwODsac8UMQRKVSicXiY8eO7dmzZ+/evbuX0iuvvPL6668fOnTo9ddf37179/PPP//0009v2bLlmWee2blz54EDB95///2rV6+2tLTYbLZo9aM1WoN5ileAq0Fzc3MZGRnvvffe7t27P//884qKCp0vdPkgAAAgAElEQVROBy7XrUHh16BI1Jcm4XAYxwmLxd7dPSDNLqSxhPEprLhkVgKNw+KlZeUWVde2DI1OLerMDrc3FO3XIzIlEXf6OElUgmh9S2cCjR2XwqZxxVX1Mq3R4kfQEEbamlA8jJFe9UlLHo5ft2jhOO7z+QeHRyVZuYkMdhwtlS/JkHX2aAwmbxANoUQQwW02Z3dPnzQ7L5HBimekpufkq9SLQHgcxwFV4whIqpZAY7P56dcq6xVziy5fyI9gIZxweLwjE9PZhdeSUgVXaWw6R1hYWmG0WK8zxdWbmGAImVtQN8raCq+VSXPy2AJxEpOTxOQyuWm5RRVdA6M6sz2AEQh5Ny+MhTduwLnVg3RT9QSp2qaabqgsRAAiABFYHwhQBhBAdfLy8s6dO/fhhx++9dZbBw8e3Ldv3/bt23fs2LFr166dkQTyu5bSnj17Tpw4UVNTQ/UD1MZx3GKxFBYWnjhx4o033jgYSa+//vqbb775zjvvHD9+/PTp0/+lVcPDw6FQKIaruFyuysrKixcvnjp16pNPPjl58uQnkXTy5MnTp09fvHixoKBgdnbW7/dHQ4yiqMFgqK6uTkxMvHjx4oWldHEpxcfHFxYWzszMxMSUIwhicXGxqqoqJSXl4sWLP/7441dfffXpp5+eXEpfffVVWlqaUqm8IVVLT08/ceLEgQMHXnvttYMHD77yyiu7d+8G8Lz00kt79+49cODAm2+++cEHH5w5c+bSpUtsNrugoKChoWFiYsJisazrkAmhUGhxcTE9Pf3o0aMvvvjiV199VVNTY7VaYyY0eppgPhqBaOobDodDIUyrNfb0j+QVlXH4acl0dkIyMyGFlZDCYXDE0uzC2qa20Umlxe5GsIjzRdA+8pMkTuFwAMGbWrsS6ex4Onn6sapeRsZVQ0k3JBhBNlmecJyw2uzNsjaOUBJPZyXQOddq6hc0+hBGMimyCRHGUNxgMNfUN9PZ/CtJdK5QIlfOUo5JXS5Pi6ydK5Qk0FhJDK4kM6+7f8ThJo1mICEYZnO4Wjp6uGlZPyWnXk1h8dIyVBodfmOJlprd/m9fINg/PCLJyk5iMK8mplxNosUlMxLpbAZHmF14rb13WK03eyIRAwBPoyS8/aFgiw2IAKRqG3BSoUoQAYgARGDDIEAQhM/nU6vVAwMDTU1NFRUVxcXFWVlZfD6fu5R4PB7I8iIJnPqrqqqam5uLwQHcaJqdna2vry8rKysuLi6NpLKyspqamqamptbW1rGxMavVutwIA0J4DQ0Ntbe3y2Sy1tbWlpaW1tZWmUzW2dk5MjKi0Wi8Xm8McQIjGgwGcFdtdHR07Jdpenpap9OBhjHEMhAIGAyG6enpkZGR4eHhnp6etra2lpYWMHpXV5dCoXC73TGtCIJwu93T09P19fUlJSVAwby8PIlEAkATCoVSqTQ/P7+srKyhoaGzs3N8fFyr1bpcrmAwCEIMx/QZA+NafgSSB4NBuVwuFArfeeedffv2ffXVV7W1tSaTiZrW9avg/Qc/soYRi80+MSVvamnNKyjiCUW0VE48nR1HYyYw2Kl8SV5JVc/AmMHsCARRImIZo/gaTlI1rKmtM57BuUJnJ3FElQ0yrckaRDE0Yku7zkx+SVBwnNDpTdW1jUyuKC6Fncjg1TS1zaoWzVa72Wozm60Ws81qsc/Pa2rqZak80nTG4ktGxiaDQTIAOkHeVfO2tHRwBJIEGjuZycsrKp+eUfmD6BKApEsUnz8wODohyc6/msK6ksJmCdKnZuYQFF3d5eELBBVz89UNjVl5+ZKsHEFaRipXmMRgJdJZNA5fnF1Q09ymVC36QghKWhZ/CcSSuPD3pkUAUrVNO/VQcYgARAAisKYRiN4toSgaDAYDgYDP5/N4PHa73WAw6JaSPpJ0Op1erzcYDEaj0WKxuFyu5aYhEM8NQZBgMOhfSl6vF2RBIWVPixYAIIVhGGgbDAZDoVAwkgKBAHiMIWkUuOBUHqBACIKEfpkQBKEaRo8Idro4ToYhBolqB2QIBAKgbXQralAEQfx+v8/n8/v9Xq/X5XKZzWa9Xq/T6YxGo9VqdblcPp8PCE/6Eo9sT2/YFdXnOsoQpJO9oFKplEqlhw8f3rFjxxdffEGxtXWkyBoQ9bqjEATDPH6/wWyemJpubG7JKSjkCNOSmewEGishhU1jiTLzSnsHx21O79JSIikHyYfC4RCGN7d3JjB/pmp6sy2Ioth1/5E30BJFMbVaV1HVQEsVxKWwExi83OLKhpYOWXtPc1tXU1tXc1u3rKOnobEtt7CcxhFfTWEzeZLuviGXywMily1RtfQEGulTpLSibkFnCiARf/6kTY7ACTwQCk1OK/KKy+LpnCs0DoOXNjw+5Q8GbyDQXRSFEMzucs8tasam5YNjEx09A+XV9enZuSyBKJHJjmdy2eL02ubWBZ0+gCCQqN0F0huzKaRqG3NeoVYQAYgARGBjI0A5JIzOADqEoihw2X/DA28rZyMrrxkD9fKGVAllaqAy0W2pamCPC96KLoyu/Ovvgv6j61NcEUXJO0RUc6omCJAV3WQ95gFcQCm/3z8zMyMSid5+++0dO3acOnWqqqqKCt69HrW7/zJfD55GXqAiMAIPoiGXx20wGaYViraOrvzCEhZXmJjCik9mMzhphddqZuY1wSBCyUlORDiMYHhLe2cig6RDyRxRVWOr3mQLoaQ70ZstbxTF5ufVJdeqEmnsqymsODqXwUtnizK54qzrr7QsnjiTJ5QyOeIEOvdqCovBFbd29NjsTjzi7B9QNa4gPZ7GSUkVlFc3ao3WUOSIJtCF/IkTipm5wmuViUzeVRqXwRX3DI54/KvsWQTF8RCG+0OIJxBwef1Wh2tRaxgen6ysa2CL0q8y2PF0ligjq7NvwOF2g2gBFIAwAxGAVA2uAYgARAAiABFY0wjcbDN3j4S+z8PdUovl8gAeQv28YQ+3y7uWj3LDbtdXIbCtzc3N8fn8/fv3P/PMM6dOnWpoaLBYLMs9fK4v1e6btFTANJxkayQJwggshIW8Pp/N6lAoZq6VVTLZ/Pjk1KvJbGF6bt/gmNMJ7FrXV2iYDKWNy9o6khhkJLQUjqi6qU1vtiORb1TIhXcjl4ckVVOpS8oq4mnMqymppJd/OjeeyU9gCROY/EQmP5kpSGbykxmcZAY3mcFNYXI5AklnT7/N4UIjgoK7auQBSDo3JVVQVtWgNVrR699RXHdegqKEfHa+sKwqgcG9GrGqdQ+OeAKRONQ3kurOYMeXghkAioigGIJiHl9wSjlfUFaVzBNdSWHSWLzy6nqDefWdmtyZzLDV2kEAUrW1MxdQEogARAAiABG4MQIrIRIUdaEyN+5rWSlVH2SWvb8uCyBVA5ZJEL97dnaWzWa/+uqr27dv//rrrxsaGqxWK4y3tpKVTVE1LEwApxcRzkZeqMLxcCAQmp1byC8qS6KTfvxZPElLW7fZbI04EyHpEPjLRRBc1t4JqFoSS1jV0Koz2kJkvGeSvPyCqi2d/0NRbFGjq6yuTUnlXKWxrtI4qcIMSW5JZkFZdmFZblF5XmFZTn5JXlFJLngVFpdWVk0rZ91eP0mNInHVWmTtMVQtFLmGRv0/CSHYpEKZU3Qtns75KYXN5EsGx6a8wdDqOoEEGJIHSSOvCIykidLmdDe2daWKpHGk4xNOQUnZwqIWXYpVsJLZgXU2AwKQqm2GWYY6QgQgAhABiMDmQuB2qdpGRQewBSo635tvvvniiy+ePXtWJpNBn5C3mPSIWSliCCLvm+HhMBa5eEae0Iu8yOZE2OMLNjS301L5cSlsJldc19hqNJpjqFoohFFWtSSWsLS6YUFjDIawiEWNdELysyRLWQzD9QZTfWNzKl90NSX1Ko0jyStt7R4anZqZUMxNK+cUM+RLPjMrn5lRzM5OK5XKuXmL3RGKcJ2fqRpfEk/jJDP5pRW1iwYLgpEyg1VBEOFAEBken0zPKQB31VIFknH5rC90r6halHktjOKE0+OXdfay0yJUjcnNLy5XqTVBlHJ88jMqMLeZEYBUbTPPPtQdIgARgAhABDYmApCqxcwriqIKhYLH47355puvvPLK+fPnm5ubQfg4ysYS02SzPxIEhmH+YNDl9Xh8vlDkgiNBETaCtKrheNjh9DY0tQGqxuCIGpvbTSZLhIMRIMRZxN0/2tHdS2eLrtLIc4xZBdfGp2bcnkCkB9ILJLiyRrZaAh3HCYfD1dHVw5dI4+nsqzSOOKe4b2TKaHV7g1gIwxEUC6EoguMIRmaCCBJCMQS7HgDgZ6omSE+gc5OZ/MJrVcr5xUAIoxxUYhjucnk6unsF6VlxNPZPySyeJGtuURdAyYAAlCRLEt32b0AISaejJNG9TncBW0OJcBDF9SZrTWMLUyCKp7OSmNy8onKVWhuizmje9oCwwcZEAFK1jTmvUCuIAEQAIgAR2MwIQKoWM/sEQQQCgcnJSR6Pd+TIkb1793733XfNzc0Oh4NyPwM52y9AIwi/3z+/sDA6MT45Pa3W6Cw2h9Pt9fgCvkDI5w96PH6bzTE5pSgoLk9m8uJS2Cx+elfvkM3qAP1QVA1B8KGRMZE0N57OvZLCZouk9c1ts/Nqu93p9fq9/qDHF3C6vU631xsIksyGdB0Z9gdCY5NTuUWliUwu6Z6Rn15c2TAwKtcYrE63zxsIev1BXyDkDYTcXr/L4wuhOBlNOxKrjaJqXAHpATKRzhVn5LZ19Wl1Rq/XHwgE/H6/3e6YmlaUllcyuIIryamJLGFOUbnWZEWAK5VfYHEnDyAMN+mQ1ma1OR0ur8fr9wdCIY/fb3P5NHpzT/9wZm5hCpsXR0uls4VlVfV6kw2F3vrvBOyN3AZStY08u1A3iABEACIAEYAIQAQoBHw+39TUFJvN3r9//86dO7/++uvW1lZoW6PwAZlIcC8CQzGn093V3ZdfVJKdX1ReXd8o6+juHxmdVE4p5qeUqqFxRWtnX3ZBKTviZTGByRdK80Ym5B6P7/q9rCWPIRhGzKvUxWXVKan8K4nM5FR+WmZ+eXV9V+/g8NjkhHxmbEoxNDY5PDa5oNYFERyL+AVBMExnMMnaO3kiMox1PJ28SybNLa5ubO0eHB2dmpmcUU3OqMamZ/tHJwdGp/QWRxCJXH+LjOt2+VpaOrh8SXwKO47GSUoVpOcUNrd2TUwqlLOqmVlV/8BIeWVtJEZ2alwSQ5iW2d035PEFfj7eGYPL7TwSBOEPBCen5fWNTU1tHZ19A8OT09Oz8/L5hXHFbN/wRFWDLDO3mMEWJNLZCbRUQZq0tb3L5nCSp0yjT4TezqCw7oZEAFK1DTmtUCmIAEQAIgARgAhABGIRwHE8EAiMj48zmcz9+/dv27btyy+/bGlpsdvtVACD2Dab8Zk0bOEYbrHY6htauII0BkfA4Ig5QqlImivJKszMK80qKJPkFHPEWUksQRyNE0fj0vmSstqmBa0xFEIpqkaCR4YwC3u9/p7+Ya4wPYHGikthJjG5TJ5YmJ6dlpkrzSmQ5hSkZ+dn5xW3d/U7PX6UCJMvnPAFQrPzC0WlZclMTgIZcZudxOKzRFJRVr4kp1CaVyLNK03PLRZlFeQUV45Mz3n9COmphExht8snk3Xy+enxyew4Gu9KCjeJJeSIpJm5RTkFpdl5xWkZOalcURKDk0hnJTNY1ypqrHYXgq6OSxEcx20OZ2OLTCBK44jShRk56XlFGQXFWYWlkpxCYUYeg5dGY4sSUtgJKWw6i19QUjYzpwqEwGW6zbjmoM43QwBStZshA8shApsIgaU71td/L9c8usLydylPa6DaLSv8+ikjaqyYfqjymzWPrhBTB8dxEH0LHMgBcZBBSXTNX+khRphVeYwZLuaRGuJm5VSFO8tEd7u8h+h3oyGiasZUiK6z/K3oEqqH+5+5oRjRhTF5sLCpuG3ROi4XPrrt8ndX8jdCtaK6okpiMjEVotczdZYvpskNH6l+qMwNq228wmAwqFAo6HT6iy++uG3btrNnz3Z2dtrt9l+f4o2Hw800AjhgKGY2W2tqG9k8UTKDnUDjxNM4CXTu9Z90bjyDF8/gXaVzElOFTEFGbknFqHzW7Q9FLmdF9b10oHFRZ6yoqWfzRQn01LgURjyNGU9jxdNYiQwOeNHZwqq6Zrvbj4bDSDiMkvfiwr5AcHxKXlRWyRJI4hmkN8h4BicxlRdHZ8fRyZtvkReHJcps6xt1uP3gmhxBeoD0tsq6IlSNE08XJLPTmYKsFLYoiclLZHIT6Ox4OjsuJTWBnsrgCHIKikcn5Vg4jJHX5u7+nloYRVGd3lBWUUVjpiYw2HF0dgKTG8/gRH5y4yOxARIZvCQ6j8VLLyipHJtSuDxebJXOXkahD7PrHgFI1db9FEIFIAJ3jwAVL5i6WkD1GU1yQD6mDrVNvFkn4M4MRgY7vZ5AnhqCylA1KVoV/dav9wDEWBqBJGbRclIMLSZD1aGGjumBEmDVMxRuFBOIzlByUlAAwWL0umOpgL6UstH93BIKSnKqOVgYYH9DvRutDpWnAI8e8V7nKY2ilxAlLbXCKSEpzAGBATL/iuRUD9GARO/2blmBQiBaVNIbwbIt4w0rgELwc4VU7YYirdbqotRZmxkwrRiGTUxMpKSk7Nu3b/fu3RcuXOjo6HC5XNC2Br5WIK1qOOHx+IZHJkrLqqQ5BXxxJluQzuZLWLw0Nl+SyktjCdLZIilXnJmRV1LVIBubVtqcboRctjemOj5/UDmnqm9qzsjN44nT2HxRKk+YyhOy+CI2X8zmi7lCaX1zu9MbQAiSp6FLbifdPr98TtXQ2pFTXC5Iz+GIM9giKZOfxuSl0bkiBlfMFkpFmXntvcN2lzdC1cirbi6XVybr4gky4pI5CQyhIKPoWnVLTnGFUJrLEWWk8iWpfAlbmC7OyC6trBken7oekG2VVi2O43qDsbFZlp6ZxRVLWQIJgycG0jJ4YiYvjS2UCtKzC0oq65s7ppRzDo+XDAcXDkdcVK6SELCbDYEApGobYhqhEhCBO0IgetsHPlxj9qNg6wneAvsb8ClOVbvZ7pCqEPm8J7sBAlIf4aDnGKlBb1RNqlW0GFSTm1Wm5IxuRckDMtF1QD5anl8XkhLgLjPR8sd0Bd6ift7s3ZjylTyCPikqQs1mdNtfh+KWUoEK0R1G56mJiC68p3lKYGpawZqkVjW1zGLEuOFSialDARjdeUwhJUB025UULscqphVVAZRT40YPdLM81TamQvTsx7y18R4RBJmcnExJSTl48ODevXt/+umnzs5OcG9t4yl7ZxqhKG53euYWtP3DY22dPU2y9vqm1pr6JvLV0Fzf3Nooa2/t7Bkam9Qazb5AEIv4cgTO95fTNZwIezw+nd44Mj7Z1tld39RSWV1XWV1XVdtQXddQ29DUJOuYmJ7xBzGUIBkLcMMI2IsPQQ1257hirqt/uKWjt665rbKuubymoaK6oaquub6pra2zb0al8flDlFWNvKsm6+QJs+Jp/KRUccG12pHJmdFJRWdPf3NrR01Dc01Dc0t7V0/f0Jxq0eH0rNbRRwA1QRBuj3d2fqG3f6CptSMicFNFbWNFbWN1fXNDU2tLW1dn78CUYk5vtnkCQZQgw4uTf8XXQyFcP0MacUW5Krfn7mwJwFa/PQKQqv32cwAlgAjcHwQAJ6FYCrWxiy6J3sBF7wvBBg586U41XJ6JqUCxIKom9bV9dOdAfTAEJUzM7hNshSlTQPQ+m6oJtuCAh1D1KRliSmIewX4ddHVDIUE/0eKBHqi5W3kFSt8YM85y9AAmlNYUqaCm6XYHpWCnhI9Gj5omKrMcClCfWg9UBarJDa1qlMAUzpTkoCEFLAAn+l0K4Zi3KBWoClQr6i1KXzBKNOCUJNGZ6ArAqEUJRqkQLfAN+4/ucCUVouUHowD5o0ekdL9hBTAKNQUxEkY/UmMtX1pgUKorquYGzhAEEQwGx8fH6XT6/v37Dxw48J///Kenp8fpdG5grVeo2vWVT4QxPBwIoV5/0OXx2uwOk8WqMxg1Or1ObzAYzWYr6RTS5yf92/+8YiMsbTlVC4fDGIYHg4jXH3A4XUazZVGjVS9qNFqdTm/QGYxWm8PrCwKfIlQIskjobdLCFsQJbyDk8vjtLo/Z6tAaTGqNflGj1+lNZovNZncFgujPZy/Ju2pemayTK8yOp/ETmcLSygat3uL2+F1uj9Vm10ZUsNrsHm8gGMJQlPRHsgoe+iP4ktSKIDCCCCKo2+uzOVwmi11rMGn0xkWtQWcwWSLOND0+fxBBQ2SAAUDGAD/FCeJ6JkJXfxHHboXTB6ttJAQgVdtIswl1gQjcGAFq9xy9wwafxNTOb/nuEFSm9n9Ufaok2jpB9UN9WoNMzCO1a4zuhMrH7Gujt7wxdaLfojaXN8tEd0vJGa3vLYUEPUTv4ykkoyW5WQXAtagmYGgKCgDsDYUETZZXoCpTLA4MTQ2xPBO9EadAoFCl1s0KoaB6AJJEg/Arev262EDm6J8Ud6X6BCXR2lF6xSBAEa1o2WKQj1afko1Cm+oZZCiVozEHkiyvEF0SAyk1UPSfD8iDmjH1o6fmZhVAn5Q64PFmqxF0SOFMiRoNFDXoZsj4/f6RkREajbZ///7du3fHxcX19fV5PB54EjJm9qmPABRFkUii/spATVAhptXyR6ofBEFCoRDoKqZDcllGrEsUYQMZQIGoFY5GEoIg0f8rqBE9Lk+rrJNDWtUEyUxReXWD1eIkUDIeHBkwDkFw9P+3dx/+UVT738D/kecinRQEpAjSRIroDSBdNIKKUqTYEX8iIkiv6SEF0gshIaQREgipJJDeey/be3azdTbP3T1wGHYpAbIx2XzmlRd3MnPmlPcZrufLmTljMP2YP3lGH5t882jN/BU105Qgu84Gg0Gv15P26vX6Z91dFtfRDAZnmRPKgp0RJ4BQbcR1GSoMgVcTYA8NyWDOYkhHhp50xEZ2aBrrHXZK62El/a81Kdc6ARkjWmfLHn9bn33mEfYA95kJaNstqkEr+byxr0UlST60CErErgB7pEsTWCDQHKy78JlF0HxIelptdrtonjTxCwqlp+jIhpZLirCAog2kpZAd8ifNjRRNr2W3jp0/TcDeIW60dHqKlkgHduyU7IOkCHbz6bU0NxqZ0IiOkrI7jiazaCZxoO1l58++3MKBlP7SBDQ3kj99RY1W/qUJKDKlsC6UClMoki1tFPsSdg/a/T7DMEqlsry8/Ny5c6tXr167du2xY8dItMa2snuHlzaQMS3h/9TDeS+95HkJ6I1K/iLTP01PTpriKMa84r7pana88qqTXr3y3qzsvMuB4WfdAi56XUm6lS4UikmM9KhEhnx521Qs++d51R7gceuQi1xIbidS9LOysr6Otv5ZyXFs1AggVBs1XY2GjkoBOoYjY036D+00FCEq9D8e1qND9jCR/veVPXK1Hp6yx3w0Q7JDx4XPzJY9jKY1p3VjH2FnS/dp9axT0jS0GuxqW5+lPjRPdqOs62lRIrmc/oeZHQBQOvb9SEt55lnaR8+sJ5V8pUItGkgr88wi2G2nKUmdqSe7dJqG3RxKxD5IZaytaAeRIth1oP70clKi9XwXu3qPBmfm/6G1ZdeKJmCfpbcfyZxdDeuK0TrTHZIV7SN6nL1DJWn92WfptSQr0vZnJqApaaPYOZNL6CkiZpGANpzdg6Nh32g0KpXKioqK8+fPr1q16uOPPz558mRZWZlSqaRuZGc0aDyvjebJp0fvj73hu1NsVfr37pEwjZnM9SAFPfXn02uWkMcsaQJ25RWK3szsPJ+A4DNuly96BSam3uEJRHqywuOTUp8K0syFPzrHzuqV9q1DroFdbn0dQrWBydl7KoRq9t7DaN/oFqAjM7JD/wNJJ1UID3s8Skck1peQq0gC9jiVDL5JVhZjU5KMDiLpIJseoaND9qianiU7tNrsgTKtBi2RVMO6CHZDaCn0cvqfbFro83KgCcgltGlkx6Ju1vIW6dk3pnVi9lnaR+wiaGXoDq0V+8jzCqVotGhaClvbmoJWjK1KnrAl1aMJaDXIEVoTi1DtmdWmtSI79Fq6QzInNySbhVbe+hRpC01AsqI1Z98GtObsg/RGtWg4u3QLQ3LJSxPQDEmVaBvpzgATsKvNLpQa0gS0j2jO9BQtlKYZJTvkvbXq6upjx44tXbp09erV/3sksrKyUqlUjhKBlzaTxg1k55mvor00k0FP8IJayRW997JzfQKDzlzyueQTmJB6lyuQGGz/OKF1yDUwK+vraOMGnQ0ZjiQBhGojqbdQVwi8qgAdeNGdZ+ZAhqTsMTRJRkZy9BL2wI5kSEaELwjV2Jewh4PsfZKGjKRpDMl+v449vKYXkoO0GuRXUlXrOIQ2n+xYtPellSQJaNG0FIs60AQkf/ZwmW1LK8NGZmdFwemORYtIYotavVKhFhnSgl5KQVPSKSD2A3sWTaO/0qqSy+lxskPP0tItqmeRntbhBaq0L+gOydMiK/ZtRufNaF/Q6lkURG9765qT4tg5sG8D2nEWCUg+9K8APUtD5RcnsK4Gu1AqwN4hhrT57L93tHVsZ7vfJ+Yajaa0tPTo0aOrV69et26du7t7eXk5nVuze4QXN5DGDcMqVKPzada1kptn1S4Hhpy+5OPmezXxdkY3X6gzz6q9uKVveNY65EKo9oako/xyhGqj/AZA8+1cwGJg+rzWWoQu7GR0/Ep3aEhABoh0WEl2LEaNdHRIB8oWg0I6GibZkkxIBUhWFqN2miFJQy+n1aM7NKV1Pa3byy7LIgfaXpohu2g6iGcPjp95yfP6gh5n19OiC9jNpEQkPa3VqxbKrjC7uBdTsFNSB3ZWL6gevZY2md2uFzSEnYzmT0snR2ietBTqQ/uIFEHSs8/SS6wT0FuFpic7FpmwD9Ka0Hue3TR2ZWgCUgr9k9aHZEub/7wE1nVj9wgtnRh3PrUAACAASURBVL1DiyA7z6y/RRo7/pX2cn9/f19fX1VV1cmTJ11cXFxdXb28vGpqahQKBYWyY4eXNo3GRQOLPV6an3UCUoL18ZccodERu2K9StWDopLw6FjfK2EBodFpmTlckVj/+MsxL8nxzU6zodhVen6utAUWETH9dWDZPL8AnBm5AgjVRm7foeYQeLkAHYLQ4SO5ho7t6K/PG+/SwSsdNdIB3zOHdy8okZyiNSE71sNQOgimJbLHnTQTWg2qQE6RiQJ2c6zr+aqVJDmwS7TO86WVtGg4lScXskfw7BZZRKqkXRbX0spY1/OZhZKy2BWmJdIdimmRAy2LnZKdFe0+9oW0jeQq9inrDrU+YpGeFk1w2H1NT5F6Wl9ocYTysi+0aALNn84fUgQKTkjpHUIveWkC2gQKTq6lWQ0kAS2FVozdIzQrukOTsVttIUNPjYYdak6I+vr6iouLT5w4sWnTJldXV19f3+rqaq1WOxoo/r02kujmVZcOeVJf6yBPq9O3dXblF5Vk33+YW1BcXd8sU/YNTaj2pFoD3bMI7qx/HWhGSGd/AgjV7K9P0SIIPBGgI1E6OCMDMjK1RQ6SSSQ6uCSXkGQk7KFHrAdzJAc6BKQzZuzAgz7ERXZIQez6sPOnOdC60ZQ0wLAYMZPj5EKLCTHrCtN20faSnRdUkraO7tAK0yMWDtbBBhuE1op9kN1M0n9UgDaQVJL+SarBroNFNdj504aTq6ydaa0GQkEFSGKLPqVVojskAb0vaVnsWrETWzSEeLITsFvBDksoI2ngMy9kdz3Nh61K6knrRtPTPK1hyZFn3n7sxlonoJJ0h97e9IjFjnUCay62CXWjOyQ9rQztcZqA9tTo3DF9vFihKCoqOnXq1MaNGz///HNfX9/m5ua+vj6Lf3QYnT42aDV7TmnQpo/0Bqa3Ty2QSIUSqVAslyk0Gq35A2Y2aACyhIDtBBCq2c4WOUPg3xegYzIyCKMDWTL4o7+yR7QWl1gMWOklpG3sX2kmdNhK0tCyaAL2VRZG5JTFkJHkQEt8XmBA8rc+az2wpjWxGEY/Lwd2rdhpaM7sBFTMYrjMLotdSapEDlIQmiftO1o0OUUT0F8tjtDq0R2SgNaQnTO7ejQBu57sfYu+sGgCrQ8tlzbKIiUtiG1FmmlxhFaP3QR2DEPbQlLSu87iQtKKZ54l5dIa0rrRS2jR9P6kRygO2WE3nJZFa0iLoInZPrQatObss+xMaAJSDYta0V+td2h6dm4vrpVFHez+V7ImZGFh4YkTJ9atW/fFF1/4+fnV19drNJpnfRHL7j1s3UCbhGoGxvRpab3pp99gNK9dOWhhoK1BkD8EngggVHtigT0I2KUAe2aMjvXp8JE9HrU4S0d4Fsctxpc0/+clo2XRcS0dYlqDkzQ0JUlAf6W1pXmyEzyvAmTcTK5l50DLYiewKIudPwWxyIQep9eSmtASSdRB68y+3CING4RWj7aLvUMvfO1C2bnRsgZIQZtAMyFH2FzsirHbxS6C5kOb88wjVJgasjOndyC9lp4lZdHZMHqcpKQ1sb6QJiCX0D9pDtY7NBNaSdpqcuQFCWhKWiVaIvsU2af5P7OS5CD90zriZZ+i3Ud2aM7WhY6qI+T/4gwGg1wuJ9Ha2rVrN23a5O/v39TUpFarieqoMrFxY20SqrEzff0HK23ccmQPgZcKIFR7KRESQMAeBMjIjz7pRMYidLhJh5LsHfbojR63iNMIjUXmFuMYei3ZeWYOlJhdJYuUFqWwz7KvouNXmicd/tIKsNOTfF5cSZLeImBgF8TOkD04ptm+uA7srGi1LfKkWdEdiwTW1XtpoTQrsjMQCloK+4lBdv0tamVxM5DWscu1vs1oETSZhYnFbUzOknJfeoqGbc/M83ln2T4WDSRoLyj9pdWjNSE7tNVsVXYa6wTWVWKneZ4neQCS3Y/sv1PsEkfnPlFVq9WlpaV//fXX8uXLt27dGhIS0tLS0tfXh7m1Qb0rLF7NGpy8aahmMH07jWzWb7QNTlnIBQK2E0CoZjtb5AwBCNiJABm00SGvnbQKzYAABF4oQP4dQalUPnjw4MiRI5s3b961a1dERASZW3vhpTj57wvQUA1Tav9+Z6AGbyCAUO0N8HApBCAwOgQQqo2OfkYrIfCUAJ0hVyqVRUVFJ0+e3Lx583fffRcREdHe3q7T6TAP+ZTXMPsFodow6xBU5zUFEKq9JhwugwAERo8ACdXow3Wjp+FoKQRGswCNxBiGkcvleXl5//zzz9atW/ft23ft2rXOzk6dTjeafYZ52xGqDfMOQvUGKIBQbYBQSAYBCIxqAfIoFPlzVEOg8RAYfQLkH2vEYnFubu6xY8fIk5AxMTEcDoeGc6NPZbi3GKHacO8h1G9gAgjVBuaEVBCAAAQgAAEIjEoBEqrp9XqBQJCRkXHo0KHVq1fv2rXr2rVr3d3diNaG502BUG149gtq9aoCCNVeVQzpIQABCEAAAhAYXQI0WhOJRBkZGQcOHPj444+3b98eGxvL4/GeudLp6AIalq2lK0sOy9qhUhAYkABCtQExIREEIAABCEAAAqNWgD4CbTAYRCLR3bt3v//+excXl/379yclJfH5fL1eP2px0HAIQMB2AgjVbGeLnCEAAQhAAAIQsB8BOrcmFApTU1N/++23DRs2/PTTTwkJCd3d3WSVETwPaT/9jZZAYBgIIFQbBp2AKkAAAhCAAAQgMHIEGIYRCASpqakHDhxYt27d/v37ExMTBQIBieWe9/nykdM+1BQCEBguAgjVhktPoB4QgAAEIAABCIwUAb1ez+Vyk5OTf/3117Vr1/7888/JyclcLtdgMGCp2JHSiagnBIa/AEK14d9HqCEEIAABCEAAAsNOwGAwcDic5OTkffv2kffWUlNThUKhwWDo7+/Hk5DDrsNQIQiMQAGEaiOw01BlCEAAAhCAAAT+JQG6xIjRaNRqtd3d3UlJSfv371+zZs3333+fkJAgFArJM5CI1v6lLkKxELAfAYRq9tOXaAkEIAABCEAAAkMjQMIwo9FoMBj4fH5iYuKOHTuWLl26Z8+eW7duSaVS8iTk0FQGpUAAAvYqgFDNXnsW7YIABCAAAQhAYCgE9Hp9T0/PjRs3vv32248++uiXX35JT0+n760NRQ1QBgQgYKcCCNXstGPRLAhAAAIQgAAEhkqArDISExOza9eudevW/frrr2lpaQKBgLy39rxakKk5hmEM5g1LRz4PCschMGoFEKqN2q5HwyEAAQhAAAIQGDQBo9HY09MTExOzb9++devWHTp06O7du+S9teeVQV57U6lUbW1tNTU1fD6ffJzteelxHAIQGG0CCNVGW4+jvRCAAAQgAAEI2ERAr9d3dnZev359z549n3322cGDBzMyMiQSifX6IvQIwzAkwDt79mxKSgpJTM/apJbDKVNTsNrfT35Yy2aSw/1Mv+ks02988sNKTy+03iEXGodTS1EXCLyeAEK113PDVRCAAAQgAAEIQMBSQKfTtbe3x8TE7N2718XF5ffff793755MJrNYZYTMp/X39zMM09raeuHChU8++eSPP/6orq7W6/U0aBkNMZs5GOtnzAGbCcTUZqNOp9Nodb19arlSJetVynqVUkWvrFcpVyrVOr3WwBhMIVz/M/40mo7TH8vuwe8QGGkCCNVGWo+hvhCAAAQgAAEIDGMBrVbb2dkZFRW1bdu2jz/++Oeff87KypJKpQzD0FrTGIxhGLFYfPXq1Q8//HDVqlXR0dE8Hs8irqNX2eUOCdX0TL9aq1WoVBKZQiiWdPVwm1rby2vqi8oqC0vJT0VhaWV5dX1zR3cPXyySKeUqjUKtUWp0GoNRYzAqtTq5sk+mUKrUWq3eZG0K/x7PwtklHRo1GgQQqo2GXkYbIQABCEAAAhAYOgGdTtfW1hYZGenq6rp06dJff/01JyeHrOBPZ8zIjtFo1Gg0ubm5O3funDt37s8//5yfn69UKl+8HsnQtcTGJRmNRr2BUWsNIomisbmt4GFJatq9GzdTrl2/GREdFxx5PSAkMiAkMjA0yvQTEnklLDokKjb6RlLi7Yys/MLC8uq6lo5OrqhbICmpqktOu5uSdvdhcXknh69QaZRqfZ/WoNUbDcZ+xoiPktu4L5G9bQQQqtnGFblCAAIQgAAEIDCKBcjcWlBQ0NatW9esWXP48OGsrCyJRGIwGOj0GnkM0mg0dnZ2urm5LVq0yMXFJSAgoKWlha4vQuff7MySMQVpBqVKLRBJmlo77xeU3Ei8HRx27XJgqG9AiP/V8Kth0cGR16+Gx1wJiw4MjQ4IjfIPjvAODPEKCPb0C/IKCPYPjgiJjou5eSvx9r3UjNyI2AR330A334DA0Kibt+7kPiwprqyrbmzt5ouVar05VLMzQjRnVAggVBsV3YxGQgACEIAABCAwxALkPbTg4ODt27evX7/+77//zs7OlkgkOp3OIgDr7e29ffv25s2b582bt3fv3jt37shksiGu7VAWxzBGtUbLE4prG1pyC4rjEm9fDY3xDQwPCImKiktKSM1Iy7yfXVCSX1Rxv6j8fmF57oPSzPuFd7MLUtKz4lPSo2ITQyJjr4RG+wVFXL4afvlKmE9gyCXvgDNu3icvep685HXey8/7atjVyOuR8cmZ94saWzvlcqVex5gWMMEGgRElgFBtRHUXKgsBCEAAAhCAwMgR0Gq1LS0toaGhu3bt2rJly7Fjx7Kzs8ViMQ3VyA7DMI2NjSdOnFi4cOHKlSs9PDyam5vt7BlIunCI0Wjs02jbujj3H5bGJdy6EhrteyU0MDQ65uattMy8wrKa6vr2pjZuR7eoi/Pop7Nb2NktaOvgNjR11NS1lJbXPSyqyMkrSr+Xl5KeeSPxdmTMzauh0d4BIee9/c+4+5y46HHqktdZD98LXn7+QREJyeml5dU9PXxNn870Bpv5HbaRcxOhpqNaAKHaqO5+NB4CEIAABCAAAZsKaDSapqamkJCQnTt3btiw4ejRo/fv3+/t7aVrhxiNRoZhJBJJUlLSunXrZs2atWfPnrt37/b29tq0YkOcOZnQMhqZvr6+ti5ORm5BUESMp99V3ythkbEJqRm5D8ur61s6O3sEPTwxhy/lCmV8oZQvlApEUoFIJhCZ9rl8MZcv6ubwu3r4nd385tau2obWiuqGwpKK7LyHyemZkfHJ/mHRbn5Xz3r6nnbzPn3B67ybr5fv1ZjYhNy8wu4unlatG+KGozgIvIkAQrU30cO1EIAABCAAAQhA4CUCGo2mubk5JCTkyy+/XLt27dGjR4uLi3t7e8m7aox50+v1NTU1P//887x58z766CMvL6/29nb6VttLChghp41Go6pP1dLWfjsjOzA02s07wDcw9GbKncLymsa2ng6ukCOQ8ARSvkjGM/1I+UIJ+TFHa1KBSEJ+eAIxz5ySyxNzeOIerqirR9Deya1v6Siuqs95WJKUnhl+Pd73SuglT/9zl3zOX/Lx8AoIDr2Wl1fI6eEb9EY8CTlCbhlUsx+hGm4CCEAAAhCAAAQgYFsBrVbb1NR05cqVL774YvXq1YcPH37w4AFd6ZFMrPH5fH9////+978zZszYuXNnZmamSqWij0ratn42zt3UQINRoVQ1NDffvpvpFxR+0cvP70pY8u17FTVNHT1CrlDOEcq5QjlfKCdxmjlUM82kPZpbE8r4IlPkJhDJeAKJ+aCMb04vECnID1cg6eQIWjp6aptaC0sr0zNzo64nXA4MdfMKOO92+ZK7X0hozP2CYj5fbNAZbNxiZA+BwRFAqDY4jsgFAhCAAAQgAAEIPFOAhFskWrt8+fKmTZtWrFhx7NixoqIimUxGX1dTKpXZ2dm7d++eMWPG8uXLPT09yTfWnpnnyDpoej+tr6+5pS31zj2/K6EXvf19g8KT07Mq6lo6uWK+uJcnUvDEcr5IzifPPYqlfPGTOO1xwGaaVXs81SYViOSmByNN6R/9kBiPK5T2CMSdHEFTW1dZRc2de7lRsQn+V8PdvPwvevqFRsUWl1QIRWKdHk9CjqybaJTWFqHaKO14NBsCEIAABCAAAdsJkIcbLfLX6XQNDQ2XL1/evHnzhg0bTp48mZ+fT1bw7+/vJ2uQXLhw4YMPPpg+ffpXX32Vm5urVCqfmZVFzsP2V1J5vU7f2dGVnn7PL8D0UKJfUETyHVOc1sEV9QhkXNNMmoInkvEfhV5Svsj883hKzfzGmswUp4nEpp9HD0aSd9gevdL2KJwzXSjjCiRc0xOSkm6OoLmtq6yy9l52ftzNlKuhUT4BQddibz4oKunm8JR9GsYUKJvm/IzGJx8oH7aYqNjw+btgNBrVarVMJpNIJGq12naLACFUw20PAQhAAAIQgAAEhkhAr9fX19f7+fl98cUXa9euPXPmTEFBgUwmI6uMyGSyxMTEbdu2OTs7L1y40M3Nra2tTa/Xj8RFC8lsodFoNBgMIpE4Nyf/SmCYu0fA5cDwpNuZFXXNHTwxRyTnCGU8kZwvUjyaT2OFZ48n0+j02pMpNatTNM2THYHIFMXxBBIOT9TW0VNZXZ+RnRcRE+d3JTgk4tq9nPzWzp7evj7GFKSRnyG6B1DMawuQm+q1Lx/EC7VabUdHR2Zm5t27d2traxUKhY3eLEWoNoi9hqwgAAEIQAACEICASYB86pphzNM2LBKj0UiehPTz83N1df3888/Pnj374MED8iSkRqOpqKg4duzY/Pnzp06d6urqmpaWJpfLWRmMtF3GqFKqyioqwyOuuXv6+fiH3ki8XVxZ184VcsQynti0gghf/Pi5x6fjNJ5Ianpjzbz240Bisxek4QkkPVxhU2tn3sPi6LibPgFXr4REZGTn9fB4egN5bw2zaiPt1vpX6ysWixMTE3/44Yft27d7eHhUVlZqNBpb1Aihmi1UkScEIAABCEAAAqNUgGEYtVrN5/O5XK5CodBqtXR+iSwf0t/fr9Foqqur/fz8vvrqq02bNp06daq4uJisMiISiaKjozds2ODo6Dhv3rzTp0/X19fb7vEq23aSkdH09bW2tiWk3Hb38vO+HHQ9PvVBaXVrj4AjknPNkRh57vGZURYJ1R4FbE9Hcc9M/4KDZCWSbq6wub0772FxZMwNr8uBYVExpdXVUoXCYJpYw+exbXsv2Ch363m2oXlIsr29/eTJk0uXLp0xY8Znn30WFxfX19dnizYiVLOFKvKEAAQgAAEIQGCUCqjV6rq6urCwMC8vrxs3blRVVQkEArVaTWbYyMjSYDD09vbW1dV5e3u7urpu2LCBRGu9vb1qtbq4uPiPP/6YPXu2o6PjZ599lpCQIJPJRqKmQacV8nk5ObkBQWGXPPzCo+LzCytaung9QhlXbArVSLT2vBBr0EM1nlDKFUqb27tyCgqDwqN8Aq4m3k5vamvX6HTWI/6RCD6q6kxDMou+o8dtp2E0GisrK/fu3Tt9+vQxY8YsW7YsICBAoVDYokSEarZQRZ4QgAAEIAABCIxSAblcnpeX98svv6xZs+bTTz/99ddffXx87t2719LS0tvbq9Vq9Xo9eTxSq9VWV1e7ublt3rx5zZo1x48fLykpUSgUPB4vLCxs1apVkydPnj9//unTpxsbG230JoxNO6lXIa+sqLgWE+vhdflqcFRWblFzO5crlHLNr6hxHs2qmZ9yfNak2aCHanxTiTIOX9zY2pmRnecfFBocee1hSZlcoWQYzKrZ9F54/cyfGYmReIxhGMPjjXyfkBy3uOT1y37OlVqttqCg4Msvv3Rycho7duySJUsCAgJs9M16hGrP6QQchgAEIAABCEAAAq8uQGbVAgMD9+zZs2LFirlz53744Yc7d+68cOHCjRs3Hj582NbWplAo+vr6GIZRqVTl5eWnT59es2aNi4vL2bNny8rKxGJxQUHBL7/8Mn36dGdn5+3bt9++fVuhUAzNMPTVW/zUFUbzGh3G/n6dnmnr7LmVluHjF+TjH5ScerehuZ3Ll5C19XnPis2eN702WMcfLTRiXmukuq7pxs3kK0ERKakZzS2d6j6s3f9UPw6fX9izZHq9XqfT9fX1SaVSHo/X1tZWX19fWVlZUVFRU1PT09Mjk8l0tp8j7e3tTU9P37x5s4ODw7hx4xYtWuTj4yORSGyBhlDNFqrIEwIQgAAEIACBUSpAviHW1dWVk5Nz4cKFnTt3uri4LFq0aMmSJRs3bvzpp5+8vLxSUlJKS0s7OzsVCoVcLi8pKTlx4sTatWs3bdp0/vz54uLihoaG0NDQDz/80MHBYcWKFT4+Pu3t7WRizdYzBm/YbWQtRYOxX6ZQFpVVhUTGuHv7R8bcLKus5XBFpmX3yZfT/qVQjby0JhDJ2tp7MrPvB1wNDwyOyM57yBPYZJz9hpij+XKydiiZMyPhmUKh4PP5jY2N+fn5SUlJISEhbm5u//zzz//93//98ccfJ06cCAgIuHfvHo/HI4um2k6Pz+dHR0e7uLhMmjRp7NixCxcu9PT0FIlEtigRoZotVJEnBCAAAQhAAAKjV4CMMjUaTVdXV3Z2tre39+7duz/66KN58+bNnDnzgw8++Oyzzw4dOhQSEpKfn9/e3s7n8wsLC0+dOrVhw4ZPP/3Uzc2tsLAwJydn//79s2bNmjNnzh9//FFUVKTT6ayXlBxuysb+foOxX2cwdnF4t9Lveftf9Q0MzsguaO/ikjBpsKbIXjcfmXluTdbVwy+rqImIjvfwDYyKvVlV16Q3mNbrHG6eo6o+ZN0d8lijSqXq6elpbW1tb29vbW2tqKjIycmJjo4+f/78/v37161bt3DhwlmzZpGZ56lTp77zzjtLlizZv3//vXv3pFKpTd3a2tp8fX0/+OCD8eZt0aJFbm5uXC7XFk8pI1SzaVcicwhAAAIQgAAERp0AfVJRr9crFIrm5uY7d+54e3t///33Li4u8+bNmzVr1qJFi9avX//rr7/6+fllZGSUl5ffu3fv+PHjW7Zs2bZtm7u7e3p6ur+/v4uLy4wZM1xdXePj43t7e4d/qNbf388Y+3tV2qraxohrcZ5+pkCopKKOK5CQ4EogIsHSkw+gvW7Q9To5kNIFQhmXJ25oar99J9fvSvjlwJC7WXliqVxvGC1L9qvVarFYLBAIJBJJb28v+VeAf/0vKv2LI5FIHjx44Ofnd+rUqXPnzp0+ffrPP//cu3fvhg0b3n///VmzZk2bNu3tt9+eNm3a9Mfb5MmTJ06cuGLFCn9//66uLltETdSnrq7u5MmTc+bMGTdu3IQJExYsWHDx4kU+n89+VpMmfsMdhGpvCIjLIQABCEAAAhCAwHMFyAybQqFob2/Pzc0NDg4+cODAqlWr3nnnHUdHx1mzZv33v//dvXv3pUuXUlNTExMTjx07tn79+s2bN585cyYuLm7fvn1z585dsWKFu7s7h8MZgvdwntuSgZ0wGk2hGk8gzsjO9wkM8Q+OSMvMa2jt5gtlZFZNKJL/u9Ea+S42TyDp6hGUlNdfu3HL3edK2LX46sYWpdomn8YamNyQpqqvr4+IiPD29o6Li7t//35ra6tSqaQB2/MesqWhCI2pbFFpg8HQ0NDg7u6+Zs2auXPnvvfee/Pnz58zZ860adMcHBzGjx/v5OS0ZMmSLVu27Nmz56effvrtt99+/PHH1atXv/3224sXL3Z3d+/o6LBpqFZSUnLgwAFnZ+e33nqLhGoeHh7kXbXn0b02FEK116bDhRCAAAQgAAEIQODlAmRcS2bYOjs7Hz58GBERcfjw4Y0bN86bN2/atGmzZ89euXLlrl27jh49euLEiV27dq1cuXLt2rV//vnnH3/88dFHH82ePfvHH38sKytTqVQ2HYO+vDHPSWHsNz07aPoxGvUGY31ja2RMgrtvYMT1mw/Lqjs4IrqOCFnbYyhn0qzKMs3vkccgG1t6bmfc9/YP9fIPTbid0c0T6h59EftRa+z1e2tkkdJVq1Z9/vnn+/btO3z4sLu7e3R0dFZWVnV1NZfLValUOp3OYDCQu5d+asKmQRq5ufR6fUlJye+//z5nzpyx5m3cuHHjx4+fOnXqRx99tGfPntOnTwcHBycmJmZnZz948KCoqCg3Nzc0NPSnn3764Ycf4uPjuVzuoIdM7Bv/4cOH+/fvd3Jyeuutt8aNG7d48WJfX1+5XG6LQhGqseWxDwEIQAACEIAABGwlQGbY1Gq1RCKpqqoiAdumTZvmzZvn7Ow8bdq0hQsXfvbZZ19++eWqVavmzJmzdOnSb7/9du3atdOnT9+wYUNSUpJQKKSjZ1vV8rXyNc+lmaM1o1GrMzwsLvf2C3H3vZKQcqeuqaOHLzUv/Pg6jyxaBVpvnok5VBPK+UJFF0dy/2HF1bDr5zz8vK+ElVTXyVV95jfWyEqWZJEUO3yBrba21tPT86uvvlqzZs3ixYvnzp07f/78NWvW7Nix48iRI76+vgkJCQUFBQ0NDQKBoK+vj0y40X8msEVMQu87nU5XVFT022+/zZo166233ho7dqyDg8Py5cv3798fEBBw//797u5uuVyuUqm0Wq3GvKlUKi6XW1BQcPfu3YaGBqVS+dIavjQBrY/1Tl5e3p49e5ycnMaMGTNhwoQVK1b8b7ZcpVJZp3zzIwjV3twQOUAAAhCAAAQgAIEBCZABIsMw5GWhmpqauLi4I0eOfP7550uXLp05c+aMGTPIQ18zZ850cnJ67733lixZ8s477yxevPjs2bMtLS16vZ7MbAyovKFLxJAJKIPBIJHJ72TkXHD38w4Iu5OV39zOGWahGgn2ZHyhgsOXl1c3x9y4ddEr8KJPQMqdTI5ApNPpzG0h7609atfQQQ5JSWq1mixSGhIScvjw4e3bt69Zs2bZsmULFy5csGDBokWLXFxcvvnmm1OnTkVERGRmZlZUVHR2dkokEqVSqdVqyYcBbXQfGgyG+vr6U6dOzZs3b+zYsc7OzuvWrbt4ClKr9QAAIABJREFU8WJhYSGZ7tPr9eQravRbamQlErVarVQqNRrNC8IwOitILqHB58DVGYbJzc3dtWuXo6PjmDFjJk6cuHnz5hs3bqjV6oFnMvCUCNUGboWUEIAABCAAAQhA4I0E6CCSDBk1Go1EIqmtrU1OTj537ty3335LFook69pNmjRp8uTJU6dOdXBwmDZt2vbt2x8+fNjX12ejIfKbNMxoNBiNjNFo1Gq1bR2dsTeTL3j4XQ2PyS8qb+/mcQViG0yOveH0mowvlHMEsvrmruTbme6+V0+7+YRei6+ub1WqNORJTjOIHU6pmZZ+MX88WqlU8vn8hoaGrKyssLCw48eP79q1a/369YsXLyaLK7777rsffvjhl19++eeff/r6+iYlJRUWFjY3N4tEIrVaTW/mN7lzrK81Go0ikSg0NHTp0qXjx4+fP3/+mTNnysvLlUol+Xw8uf8NBoNWq1WpVEqlUiaTSR5vCoVCpVIZHj3Ianoi1yIeYxhGo9HIZDIulysQCMgUnMWCPbRpNKIjGRqNRp1Ol5WVtWPHDgcHhzFjxjg4OOzbty8nJ0er1Vq35c2PIFR7c0PkAAEIQAACEIAABF5HgAw6dTqdTCZraGhIS0vz8vL64YcfyIIKjo6OEyZMGDt27Lhx4yZOnLh8+fKYmBjy+SY6lHydUm1wDQ3VNBpNeVX11fCoS94BUXGJpVX13TwhX/ho+cdhFrDJeCJFR48wI+eBd2DIiQtel4Oi8h5WiKVK+4zPWP1OAhhy+5FPsfP5/Lq6upycnNDQ0H/++Wfbtm3Lli2bNm3alClTnJ2d58yZs2LFiq1bt/7f//2ft7d3cnJyZWUln8/v6+ujQREr+9ffJVXSarVJSUnLly+fPHny/9bEDw0N5fP5JGrS6XRqtVoul3O53Obm5rKyspycHLIkz82bNxMTE9PS0kpKSsRiMYm+VCqVSCQSi8VarZYcUSqVjY2Nqamp4eHh169fLywslMlk1p9iIyxisZjD4fT09PD5fLLyil6vv3fv3jfffOPo6Dh27Nh33nnn9OnT7e3tg+tABRGqUQrsQAACEIAABCAAgSEVIBEXGTdrtVqpVNrc3JyTkxMSEnLo0KFNmzbNnTuXfGZ33Lhx06dP/+uvv5qamixmAIa0xs8pjIZqKpUq536+5+VAj8tBN2/drW1q5/CH4ZTao2cguUJ5D1/6sLQ6KPL6yYvenv6haffu93Aldr9oP51roncgmS9SKBQcDqeqqiolJcXT0/OHH3745JNP5s6dO2XKlAkTJjg7O8+ePXv58uVfffXVkSNHQkNDCwoKuru7B3e1G9PKNHp9WlraypUrJ0+evGzZstDQ0K6uLoVCIRKJ2tvbHz58eOPGDV9f3xMnThw8eHD37t3btm3bsmXLJvP29ddf//333/9bN6XXvJWXl4eFhUVHR9fU1KhUKo1GU19ff/ny5W+++Wb16tUbNmw4dOhQdnZ2b28vfQuUUHC53JycnIiICB8fH3d3dz8/v4SEhJaWFpVKlZ6e/uWXXxKTDz74IDIyUqlUWszdPecvyisfRqj2ymS4AAIQgAAEIAABCNhIgGGY3t7erq6uwsJCulDkrFmzJk2aNGHChI0bN6ampiqVShuV/gbZmt7pMhqNUqn0Vlr6eXdvd9+gW3dzG9u6uUIJTyDhiSR80Rs+sjjol8s4AlkPX1pR0xQVm3j6orebd2Bcwu3mth6tfuR9DHsgE61kzqrf3FWkr595lV6vl0gkTU1NOTk55MHIr7/+etmyZTNmzCATvA4ODu+9997GjRt/++038mHAtrY2ErDR2O8N7qV+tVqdkpKyYsWKiRMnvvvuuz/99JOfn19ISIi/v/+FCxd++eUXV1fXlStXzp8/nzyo6ejoOHnyZPrA8AcffODr69vd3d3T0xMdHe3q6vrFF19ERUX19PRwOJzw8PBNmzY5OzuPHTt2woQJixcvPnr0aGNjI5lYMxqNfX191dXVV69e/f7779etW7dixYr333//ww8//Oqrr65evVpXV3fr1q1t27ZNnjx5ypQp27Zty8rKIm+QvkmTn3ctQrXnyeA4BCAAAQhAAAIQ+BcEGIbR6XR9fX18Pr+ioiIuLu7PP/9cs2aNo6PjvHnz/vrrr7q6Ohv9E/4btPZRqMbhcOITk857+JhDtTwSqpk+ZSYahtGajCOQcgTSmoaWuMRbpy96nXP3DYu+UVbV0KvSmhZ/NEc2b2DympeywycSXL30TxJ90enWgaQnl7wgpUajUSgU5GW2zMzMgICA33//fcuWLYsXL3Z0dBw/fryDg8OcOXNWrly5c+dONze3e/fuiUQiOjfFDghfCYJhGLFYHB0dvXTp0rFjx06aNGnmzJmLFi364IMP3n///QULFsycOdPZ2XnSpElTpkyZPn36woULP/zww08++WT9+vWffPLJ8uXLP/74Yx8fn46OjtbWVm9v77lz586ZM+f48eP5+fmJiYnbtm17++23x40b95Z5mzx5MllelYSaGo2mtLT09OnT//3vf2fMmEG+rD1+/PiJEydOmzZt69at165dCw8P37JlC3mP9ODBg5WVla/UwFdKjFDtlbiQGAIQgAAEIAABCAyFAHlETa/Xy2Sy2traq1evbtmy5b333luzZk1sbKxUKh2KSrxCGaZQjWGY9vb22Pib59y8PC4H3bprEaqJh9vcGtcUQ0rrm9sTb6Wfc/fx9A8KCo/Je1AqkSsNxn7z4o/kA2uvADH0Scmtwl4OkSy/YTAYyA45RZdtNDzedOZN+6xNp9ORpfDVarVKpZLL5RwOp7KyMj4+/ujRoxs3bly0aNH06dMdHBwmTpzo6Og4f/787777LjY2trGxUSqVksX92THnwFkYhunu7g4ICFi4cCGJpsjrmiReIu/OzZ49e9myZZs2bdq7d+/x48f9/PyuXbsWHx8fHR3t4eFx7ty57OxsqVTa0tLi6en5zjvvODk57d69+/z58/+r5NSpU8kHAJycnCZMmDBmzJiFCxeeP3+ey+Xq9fr29nYPD48lS5aQB4+nTp26YMGC5cuXL1my5L333tuwYcP58+ePHz++fPnycePGvf3224cOHaqqqnrtuPSlLAjVXkqEBBCAAAQgAAEIQOBfE2AYxrSsYltbXFzcd999t379end396ampn+tQs8u+FGo1tzcHH099qybl4df8K27eU3tPRyBaU0R86yamCcy/QyfJyF5IhlfLGts7Uy6fcfNJyDqRtLV8Jg7mfd5QoneFKqRr6sN2iIjJKYyGAxkWXmFQqE0bwqFore3V/H0JpfLnz7w5Df50xtZ/5AsniEUCnnmjWPeurq6Ojs7O8xbu3lraWlpampqMG/19fV1dXW15q3OaqupqamqqqqsrCwvLy8tLS0sLMzNzc3IyIiNjT1//vz333/v4uIyc+bMKVOmTJw4ccKECTNmzPjkk0+OHj2alJRUV1fX29tLZ/mefcs856jBYGhubnZzc3vvvffGjBnz1ltvTTBvTk5O8+fPX7169bZt2/7888/Q0NDMzMyampr29nYejycSiaRSKZ/P7+7u7ujokMvlDMO0trZ6eHjMnDlz4sSJS5cuXb58+cyZM8k03YYNGz799NOFCxdOnDhxxowZ+/fvr6+vF4vFycnJ27ZtmzJlyvjx4+fMmePq6nr27NmwsLCAgIBz586dOnXq5MmTZF5uzJgxTk5O//tgfUFBAZ2cfE6bXv8wQrXXt8OVEIAABCAAAQhAYGgE9Ho9l8tNT0/39fVNTk7mcDhDU+6AS3kUqtXW1oZFRp118/L0C0nNyGts6+GYV+pnh2rDZ26NJ5LyxLLm9u6UtAyPy1fik9OvhESlpGV2cwV68+OP/aZ4bTBDNYPBoFAoGhoa8vLysrKycnNz79+/n5eXl52dnZmZeffu3Tt37qSZt9u3b5Md6z9Tn95SUlKSkpISEhLi4uKuX78eFRUVERERFhYWGhoaFBQUGBh4+fJlLy8vDw8Pd3f3S5cukZDjxIkT//zzz7Hnb3///feff/558ODBn3/++Ycffti7d+93332327xt3bp148aNK1asmDNnzowZMxwcHMaNGzd27NiJEyfOmTNn8+bNFy5caGxs7OvrG/D98yShwWCoq6s7efLku+++O3bsWEdHxzlz5ixfvtzV1fWvv/6KiorKz89vbGwUiUR9fX00GiQ7FiFTQ0PDmTNnZsyYMWbMmEmTJpGQcs6cOd9++21wcPD/1lPdt2+fs7Ozo6Pj1q1bi4qKKisrz5w5s3DhwvHjx7/zzjv79++PjY1taGjg8/k8Hq+9vT07O/vYsWOLFy8eO3bsW2+9NX78+I8++ighIcF6Ackn7XmzPYRqb+aHqyEAAQhAAAIQgMCQCBgMBqFQ2NTU1N3dbaOPOL1BO0wPChoYpqy84mpo+JlLXh5+obcy7je29fTwJbzH76qRN9aGTagm44lkPJG8ub371p2sS14B0XFJflcjbqVn9XAFjNG0TIo5ThvMUE2v13d0dERHRx84cGD37t379+///vvv9+/f/9133+3YsePrr7/+8ssvvzBvW7duJTtkVYwvvvjC1bzRHVdX188fb5+at02bNq1fv37t2rVrHm+rVq36+OOPV65cuWLFiuXmbdmyZUvM26JFixa8cHvvvffIW14zZ858x7xNmzbt7bffpn9OmzbN0dHRwcGBfFKCPKz4n//8x8HBYevWrfHx8Twe7zWWsDcYDGVlZX/++SeZslu1atXBgwc9PT1jY2NLSko4HI5araYPc774jq2qqjp69CgJ1f7zn/+MHTv27bff3rp1a2RkZFNTU2dnp7u7+7x586ZMmbJ58+bs7Oxbt27t3r2bfNXw008/jY+P7+np0Wg0JA5UqVS3bt366quvnJ2d33rrLfJY5uzZs319fUUikY2iNYRqL+5inIUABCAAAQhAAALDRYC+dPR6bwHZuhk6vb6wuNQ/OPzURW+3yyGJd/LqWnu6+BKucNAXbxyUDE1xGk+kaOng3r6bd+6Sr9/VSJ/AsNS7OT1cPokxBteZLEPf3t4eHBy8devWpUuXLlu2bOnSpR988MHixYsXLFjw7rvvzrbaZs6cOWvWrJkzZ06fPn3atGnTzds08/b2229PnTrV2bw5OTk5Ojo6OTk5mDcSRE15vJE5pYnP2SY93iZMmECTTJgwgbweNnHixPHmbezYsWPGjBn79EaDlvHjx5NLJk2atGzZsrNnz9bW1up0OvIe18Al9Xp9Xl7e/v37p02bNnXq1J9++ik1NbW1tZV82Uyv1zMMo9frdTqdXq/XarVq86Yxb+QtPDK3xjBMSUnJ77//PnXq1P/85z//7//9v/Hjx69atSogIKCtrY2kv3bt2sqVKx0cHFatWnXz5s2QkJBNmzZNmjRp3rx5p06damxspKukqFSq4uLiw4cPz5s3b8KECQ4ODuSzh87OzgcPHiwvL7fRv54gVLP1/2shfwhAAAIQgAAEIDAqBPR6Q1FJmX8QCdVC41Ozq5s6u/kS3rBbpp9EeqZQjSuUN7VxbqXnnL3o4+UX4nslPP1eHo8vJGtsDjzAGEgHG41Gg8Egl8uLi4sDAwNPnDhx5PF2+PDhQ+btjz/++P3p7aB5++2333799ddfzNvPP//8008//fjjjz+Yt+8fb/vN2969e/eZt73mbc+ePbt37965c+eOAWw02c6nt6+++srFxWXWrFlkAo28QjZ27NgpU6a8++67Li4u27Zt27FjB7lox44dv/76a2hoaEtLCwlgXolRq9WmpaX9b61FR0fHqVOn/vbbb9nZ2S0tLc3NzY2NjXV1dWVlZQ8ePMjKyrp7925qamqSeUtOTk5LS8vMzCwuLm5paSEfOisoKPj++++dnZ3JlNrixYtPnjxZXV2tVquN5i0jI8PV1dXR0XHZsmWBgYEeHh6rV68eN27ckiVLIiMjhUJhf38/wzB9fX1FRUXHjx9fsWLF5MmTZ82atWbNmk2bNpElIjdu3BgfH69QKGyxLitCtYH8zUIaCEAAAhCAAAQgAIGXCBgYprS88mpYlHlWLTQ2+V5FfVuPwLTKIn84Tqw9mlWrb+5KvHXvgrufb2B4QEh0RnYBTyAiS4C8UozxEh3zaTKxplQqu7u7W1tbW8xbc3NzU1NTo3mja340sDZyqqGhob6+nh6mi4LUPd7IAiE1j7fq6mqyW11dTRYIqTRvFc/aKisrKyoqKisrScqqqqqKioqSkpK8vLykpKSAgICff/75o48+mjp1Kvm02owZM5YuXbp169ajR4+S98cqKirIVZWVlXV1deTT2CQieiVGjUZz8+bN9evXkw+XrVu37vjx4+7u7hcuXDh16tTff/994MCBXbt2ubq6rl+/fvXq1S4uLh+bt1WrVm3evPnHH3/09/dvaGhQq9WZmZlff/21o6PjW2+9NW3atAMHDhQVFSmVSlIfMu22f/9+JyenuXPnHjly5J9//nFxcRk/fvz8+fN9fX0bGxvlcnlnZ2dWVtZff/31v69dT5482cHBYcuWLT4+Pn5+fh9//PHEiRMXLVp05syZjo4OWzwDiVBtIH+tkAYCEIAABCAAAQhA4CUCBgNTXVsfGnX99CXfS77B0TfTS6qbugXSYfwApIIrlFfWNMfcuOXmGRgUHhscEZd9v0goktgoVCOC9EFW8sAewzBkh6ytr7fayNln/knX5SdL81tdqmcfJ6vzW6exOK7RaHp7e4VCYV1d3e3bt0+fPu3q6rpo0SLy1OWsWbNWrFixb9++gICA3Nzcrq4uqVSqVqtJtuS5RPLcIGnsK8Vp/f2m719fv37dxcVlwoQJ48aNc3R0fOedd+bMmTN79mzyweupU6dOmTKFPNI56fFGntt0dnaePXv2559/fvfuXYVCcfv27S1btpDEn3zySWxsLFmXkt7H7e3tx48fd3Jyevvtt7/99tvff/991apVEyZMcHJy2rJly5UrV9LS0gICAnbs2EHWOJk8efLKlSu9vLwaGxvLysr27t3r5OTk7Oy8Z8+evLy83t7eV20srcnzdhCqPU8GxyEAAQhAAAIQgAAEXkHAYGAamlrCY26ccfM94x4QfC3xQXldJ09M1usffhNrplm1Hr70QXFVcFjsRQ//sOib4dcS8gvLJVL5oI+52Y6vlDlNTHfYWVnvk2RkOsv67DOPkLiUYRi1Wi0Wi1tbW/Pz8yMjI48cOfLFF1+sWLFiwYIFixYtWrNmzd69e8+ePfu/UKqoqKirq6u3t5e+zUVyfl7pA6w8CdViYmJIqDZmzBjymtl/zBtZyWPixImTJ092cnKaOXPme++9t3jx4qVLl65cufK///0veS7xwIEDDx48UKlUubm5e/fufffddxcuXHjs2LHq6mqLZxSlUmlYWNjChQudnZ03btx48ODBL774wtnZmXwzbcWKFWvXrl26dOm0adMmTJjg6Oi4evXqCxculJaWKpVKPp8fHh6+evVqJyen1atXh4eHC4WPnpt9JvLrHUSo9npuuAoCEIAABCAAAQhA4CkBg4Fp6+iMiU864+Z72s0/ICw2+0Fpazdv+IZqQlknR5h9v9jvSsTZS74BwdERMQklFTW9qr6BhxZPEYycX9jThgzDKJVKDodTUVGRlJTk6el54MCBTz/99IMPPliwYIGLi8uOHTuOHDkSHByclZXV2NgoFot1Ot0rRYMDh1Gr1QkJCZs2bZo6dSpZXp8ucDJr1qwlS5a4uLhs3rx5+/btP/7446FDh06fPn3p0qXLly+HhIRER0ffvHkzLy+Py+XqdLrGxkZ/f/+dO3f+/PPPt2/fFgqFtFtJ5bVabUFBwe7du+fOnbt+/foTJ04cOnRo6dKlkyZNIqukjBs3bsKECZMnT3733Xc3bNjg6elZVVUll8sNBoNGo6mtrf37778XLVq0dOlSd3f3np6e11jx8sUyCNVe7IOzEIAABCAAAQhAAAIvFzAN/Y1GDk8Qm3DrrPvlkxcv+wRF38192NzJ4QikfKFs+M2qmV6ia27vSc+87+0Xcvqij5d/yI2ktKbWTq1OT8f0L2/5iE3BMIxOp5PJZE1NTdnZ2cHBwUeOHPnyyy/XrVv3ySefbNy4cefOnUeOHPHz80tPTy8rK+NwOHK5XKPR0IDEFkp6vb60tPT8+fPffPPN559/vmHDhk8++WTTpk3bt28/ePDghQsXQkJC4uPj09LS8vPzy8rKamtrm5qa2tvbuVyuWCyWy+V9fX3ktbHe3t66urq0tLSsrKyuri6tVksrTEI1hmG4XG58fPzBgwdPnjyZmpqakpLy119/bdiw4f3331+wYMHixYtXrlz5+eefHz58OCIioq6uTqlUkolEhmF6e3tzcnIOHTq0b9++qKio1/s4wYtvH4RqL/bBWQhAAAIQgAAEIACBlwuQUE0iV9zOyL7oHXjyoq/b5ZCUjLy6lk6OQGYO1YZVtGaqUg9fXN/ckZh675J34JlLPj4BIRlZ97l8MTNon1J7udu/koKsbsLn86uqqpKSki5duvTjjz+6urquM287duw4duyYv79/SkpKaWlpZ2enQqHQarXka2b0q9M2qjnDMCKRqLy8PDU1NSEhISIiIjg4ODo6Oj09vbCwsL6+ns/ny2QylUpFXrHTaDT0BTmL5xuNRqNKpZJKpXK5nB2n0e8HGI1GnU7H4XDy8/NLS0s5HI5AICgoKAgPDz937tw///xz+vRpb2/vuLi40tJSLpdLl44kbTcYDCKR6P79+8nJydXV1XTBkkGUQag2iJjICgIQgAAEIAABCIxGgUdzFEajUt2XX1x6OTj85CWv814Bccl3KupauQIFX6h4PLEmGR7TazK+UN7NERWV10Rcv3nO3fe8u29o5PWKqjp5r8r0PW+jKVyjkzB21qlyuby8vPzatWtHjx7dunXrmjVr1q5d+/XXXx8+fDgoKCgrK6umpqa7u1sqldI5tKGkYBhGo9EoFAqZTCYQCPh8vlgs7u3tVavVOp3OOlZ85qOY7B4kCZ7XBIPBoFarNRoNWaOlr6+Pz+e3trY2NjY2Nzd3d3dLJJK+vj6LuUQ6L6dQKKRSqUql0usHfzIWoZqd/dVDcyAAAQhAAAIQgMC/JqDR6RrbO6LjE896+Jxxv3w1IragpKaLI+MLFQKR3BSkicR84b8brZHSTVVqbefcybzvezXsnLuvu0/g7TtZHJ5QpzNNqr14cP+v+Q5SwcXFxf/888+6des+/vjjtWvX/vjjj35+fpmZmXV1dTwejwRF5GPTtMDnxTk0weDu0OiLrJY58NIHnpJW2PoSsmymVqvV6XQW66awryKVpMt4WudDE7/2DkK116bDhRCAAAQgAAEIQAACTwRMj5MZDFyRKDUj85ynzxk3Hw+/4Nv38pvb+U9CNVOc9q+FagLTF94ehWo8gayiqiEuMfWST8B5D9+A4IiyylpVn8Y8nWbnoVpJScmRI0c2bdp04MCBkJCQ/Pz8zs5OlUplMXH0L84r0lCN3l40EKJRNPsITUbm3OipATaBXRy5lubAPkVLYT9CyT446PsI1QadFBlCAAIQgAAEIACBUSqgNzIqdd/DklK/oNCz7j7nPfyib6RU1LQ8fvrxX/4WtkBkel9OIJLxBJLObn72/aKg8JhzHr5e/kGpdzO5/EeLrZPRufWDdnbTqQKBID8/PyUlpbi4WCAQkKccaQhkN80crIZYBG+Dle1A8kGoNhAlpIEABCAAAQhAAAIQeLkAYzTqGaaxpTU2IfmSj9+ZS17+wZF5BeXdHOHweEXtUazI40sam9uTU+96+V+95OMfczO5sa1DrTUtQP/yRo78FGQ5DbJSCF21f5S0fWT1HkK1kdVfqC0EIAABCEAAAhAYvgJk3C+SSHMLHvoFhZy95OnuHZB0K6OxuYPLF5NJrX8rZhOIZELyvpxQ2tnNKy6tjLgW5+kXGBIVk19UplCp9QwzCsMVTKYN379O/f0I1YZz76BuEIAABCAAAQhAYCQJkHG/WqNtaGq+Fhd/ydPnortPSNi1+/lFXT18nuBfe0uNHR9y+eKa2qbkW+kBQWFBEdHZBYUcgUTH9BvsfpH+kXQroa4mAYRquA8gAAEIQAACEIAABAZJgDH2G40Gg0EoFGVm5wVcCb3o5uPpHRB/M6W6tpHDFbFDpiHeJ3N6HJ6oqaXjTkZ2UEhEaOS1e3kFHVyBSsvomP5R8ezjIPUzshkaAYRqQ+OMUiAAAQhAAAIQgMBoESCfHq6pqY2Nu+nhdfncJe/LgaHpGXnNbRyeUMETyvkiOU8k5ZnWY7ThDymCJ5LxhDKeSM4VyLp54tZOTm5BUXBYlF9gcGp6Zkt7l0qrM/T3M/0I1UbL/TmC2olQbQR1FqoKAQhAAAIQgAAERoaAXq8XCAQ5uXlXgsMuuPtecL8cEhGXX1jZ1inkChU8GqrZMlrjCk3RoClUEym4QnkPX9rc3nP/YUlkzI3LV4KvxyfVN7b1qjQGo5FBqDYybqtRV0uEaqOuy9FgCEAAAhCAAAQgYGsBo9Go1WpbWttT0zJ8/ILOXvRx974Sl5BWWtnYxZXwxApzBCXl2zJUMxchI6FaN0/S0NJ1/2FpVGy8/9XQG4m3yqvrZIo+PWOaT2P6+w39poANGwSGlQBCtWHVHagMBCAAAQhAAAIQsAcBsr6IUqmqrWuMvZHs4RN47pJPQFDU7bt5tY2d3TzJkIRqUq5QyhFIu7jiuqaOzNyHkTHxlwNN82kVNXUiuUxrMND5NDwAaQ+3nd21AaGa3XUpGgQBCEAAAhCAAASGhwDDGOVyZUVFffT1BDevgEueAcFhsen38qtqWzo5Qq5QxhfKhCKZQCAVmL9MbX51TcIXkp9Xfo3t8ctp5LlH06OPXKG0o0dQVdeSkV0QHn0jICjienxScXmVUCbXGRkSp9E/sazI8LhrUIsnAgjVnljIGFRcAAANUElEQVRgDwIQgAAEIAABCEBgcAUYpl8mVT4sKg8Ku3bRw/+iR4B/UFRKWnZpRX17t5BnCtJMoRpfIBGK5ALT85ASnkAsEEpMwdsLfyyWJGHHaabJNKGkmy9u7uguLq9JSbsXFBYdEBSekJJWWdsgliu1DEOWEmH6jeRjakYsKzK4HY/cBkMAodpgKCIPCEAAAhCAAAQgAIFnCRiNRr3BwOOL7j8oCQqLueAZeNbNzycg7Hp8an5hZVNbdw9PzOPL+OZZNVPYJjLvC6VCix+BVCiUmX8enbIM1YRSvtg0jcYTmZ577ODwqxqa07PzouISAoIiroRG3rqT0djSJlP06hiGLCVCntJ8Vq1xDALDQgCh2rDoBlQCAhCAAAQgAAEI2KWAORzq1+j0XIEoN78wKOzaOTefs24+Hj5XwqNv3MnMK6uua+3kdHFFPXyJeRF/OU8k5wtlL51SY0+jkX2uSMoRSLq4wub2rqLyqpup6YEhEZ6XA6+ERqXfy2np6FKqNQZjv+mHMX3u2mjEM492edPZT6MQqtlPX6IlEIAABCAAAQhAYBgKkIhIq9NzuPzc/AchkTGelwMvevi6efkFBIXH3kzJzC0oqaira+ps7eR386QcgZwnVAjMARvf/D6bKXIzPR5pCuHoD1mYhMyhcYQSjkDSyRU0tnYWV1Tfy8mPjrvpHxLuHxQaGXMjO+9hRw9PpXny/TTEacPwPkGVrAUQqlmb4AgEIAABCEAAAhCAwCALGI39Wq2Oy+c9KC5JSLl9NTTC09f/ooePm7d/QFBE1PXEW+k59x9WVNS0NLVx27uFPVxxD1fCE8h4AhlfKOebgrdegajXvC/nC+U8kYwjlPYIJN08UUsnp6axpais6k5m7rW4hJCIa0FhURHXb6Tdyy6rrOXyxU/FaZhMG+S+RXa2EkCoZitZ5AsBCEAAAhCAAAQg8LSAUavXi6TixpbmgsLChJSUoLAID5+AS55+F70CvAPCQqPj45LupGc9uF9YUVRWXVZZX9fU0drBbe8WdHQLOnqEnT3Cti5+WyevtZPX1MGpa+msrG8trqzLeVCSnHbvWlxCUFhkcHj09fikO5m5RZU1bd08Wa9aZ+g3sFYNMT/1iGVEnu4Z/DYsBRCqDctuQaUgAAEIQAACEICAHQqY5rP0Bn2fuk8ilba0tj0oKklMSQsKi3L3Cbjk5X/JK8DD96pvYFhQeExkTPy1uKSElPS0jNyc/OKCoooHxZUPiivvPyzLyS/OzCtMz8xLTM24kXQ7Oi4xNCruSkhkSHh0bHzSvey88qq6Lg5fqlBpdHqD8dFHrq3eS7M6YIfgaNLIFkCoNrL7D7WHAAQgAAEIQAACI0WArLhIXl1jGEaj0Yolsua2zuKyyjv3sm8mpUZeu3ElKMLn8lUv30BP3yuevld8/IMvB4aGRFyPjImPjk2Mup4QHn0jJOJ6SMT1wODIgKCIq6HRkTE3byanp2fkFBSW1tY3d3H4ErlSrTUYmX6jsZ8EZPjC9Ui5SVBPtgBCNbYG9iEAAQhAAAIQgAAEhkjAaDQaGGOfRieRyQUCUUd7V31dc0V5TX5+YfqdzPikNBKbRV1PiLp+81pc4rW4xOjYxGtxSdfikuKT0hJS0m+lZ2bmPigqq2lo6ermiSSKPkWfTq1ntIzR8HQjzFHb04fwGwSGvQBCtWHfRaggBCAAAQhAAAIQsFMBo7GfMZo+Qm1aON/AMHpGrzX0KdUioaS1o6u+saWmvrGqtqGqpr68qraiqrayuq6ypq6qtqGptb21vYvDE4rNjzlq9UatwahnTAvx681xmsU0mmlCz04N0Sw7FkCoZsedi6ZBAAIQgAAEIACBYStAFswnkZrpz36GeRS3MUa93qDR6dQaLf3pU2uUqj6lqq9XqepTqzVanUar0+kNegNjYIzM4xfSmP5+vSmvJ++nIUIbtncAKvZSAYRqLyVCAghAAAIQgAAEIACBwRUwkmDKPKNmeDShxhjIy2ykJPpiG8OYAjmGMTCsrd/8AWs6VUYmzciqjgZWqGbeR7A2uH2H3IZOAKHa0FmjJAhAAAIQgAAEIACBpwVoRPZkhyZ4cshoCuce/zw5TFNa7DwKBM3hIAI1Cxz8OoIEEKqNoM5CVSEAAQhAAAIQgMDoFCATZgP9GBpCtdF5l9hfqxGq2V+fokUQgAAEIAABCEDAzgReM1QbaGxnZ1pojr0IIFSzl55EOyAAAQhAAAIQgIDdClgs6PiSdtJZNTz9+BIpnB7eAgjVhnf/oHYQgAAEIAABCEBgVAqw59FMS/o/+pa1yeKlc2UvTTAqRdHokSeAUG3k9RlqDAEIQAACEIAABOxbgE6LPV52/8lX0UgY9tJZNsyn2fcdMkpah1BtlHQ0mgkBCEAAAhCAAARGjAA7VLOYIrM4NWKahIpC4NUFEKq9uhmugAAEIAABCEAAAhCwpQCNx6wnx+ipl06s2bKCyBsCQyGAUG0olFEGBCAAAQhAAAIQgMArCVhMprGvJaesozh2GuxDwA4EEKrZQSeiCRCAAAQgAAEIQAACEICAvQkgVLO3HkV7IAABCEAAAhCAAAQgAAE7EECoZgediCZAAAIQgAAEIAABCEAAAvYmgFDN3noU7YEABCAAAQhAAAIQgAAE7EAAoZoddCKaAAEIQAACEIAABCAAAQjYmwBCNXvrUbQHAhCAAAQgAAEIQAACELADAYRqdtCJaAIEIAABCEAAAhCAAAQgYG8CCNXsrUfRHghAAAIQgAAEIAABCEDADgQQqtlBJ6IJEIAABCAAAQhAAAIQgIC9CSBUs7ceRXsgAAEIQAACEIAABCAAATsQQKhmB52IJkAAAhCAAAQgAAEIQAAC9iaAUM3eehTtgQAEIAABCEAAAhCAAATsQAChmh10IpoAAQhAAAIQgAAEIAABCNibAEI1e+tRtAcCEIAABCAAAQhAAAIQsAMBhGp20IloAgQgAAEIQAACEIAABCBgbwII1eytR9EeCEAAAhCAAAQgAAEIQMAOBBCq2UEnogkQgAAEIAABCEAAAhCAgL0JIFSztx5FeyAAAQhAAAIQgAAEIAABOxBAqGYHnYgmQAACEIAABCAAAQhAAAL2JoBQzd56FO2BAAQgAAEIQAACEIAABOxAAKGaHXQimgABCEAAAhCAAAQgAAGbCDDmjWZtNBrpPnZsLYBQzdbCyB8CEIAABCAAAQhAAAIjVaC8vLyyspLUHnHaEPciQrUhBkdxEIAABCAAAQhAAAIQGDECKSkpycnJHA6nv78fodoQdxtCtSEGR3EQgAAEIAABCEAAAhAYMQKJiYm1tbUNDQ1tbW0Mw4yYettFRRGq2UU3ohEQgAAEIAABCEAAAhCwgUBSUlJLS0t/f391dXV7ezuZWzM+3mxQILJ8IoBQ7YkF9iAAAQhAAAIQgAAEIAABtkBSUlJzc3N/f79er6+trW1vbzcYDI8jNSwxwqYa/H2EaoNvihwhAAEIQAACEIAABCBgHwKJiYmNjY2kLQaDoby8vKOjg86t2Ucbh20rEKoN265BxSAAAQhAAAIQgAAEIPAvCyQnJzc1NanV6t7e3ubm5urq6pycHCwxMjS9glBtaJxRCgQgAAEIQAACEIAABEaeQGJiYnV19e3bt1NSUjIzM5uamhQKBWkGFoS0dXciVLO1MPKHAAQgAAEIQAACEIDASBXIysqKiIiora3Nzs4uKiq6c+cOptSGrC8Rqg0ZNQqCAAQgAAEIQAACEIDACBPo7e0lS4kIhcLc3Ny7d+9iyf4h60KEakNGjYIgAAEIQAACEIAABCAwwgToU45Go5HD4ahUqhHWgJFcXYRqI7n3UHcIQAACEIAABCAAAQhAwE4FEKrZaceiWRCAAAQgAAEIQAACEIDASBZAqDaSew91hwAEIAABCEAAAhCAAATsVAChmp12LJoFAQhAAAIQgAAEIAABCIxkAYRqI7n3UHcIQAACEIAABCAAAQhAwE4FEKrZaceiWRCAAAQgAAEIQAACEIDASBZAqDaSew91hwAEIAABCEAAAhCAAATsVAChmp12LJoFAQhAAAIQgAAEIAABCIxkAYRqI7n3UHcIQAACEIAABCAAAQhAwE4FEKrZaceiWRCAAAQgAAEIQAACEIDASBZAqDaSew91hwAEIAABCEAAAhCAAATsVAChmp12LJoFAQhAAAIQgAAEIAABCIxkAYRqI7n3UHcIQAACEIAABCAAAQhAwE4FEKrZaceiWRCAAAQgAAEIQAACEIDASBZAqDaSew91hwAEIAABCEAAAhCAAATsVAChmp12LJoFAQhAAAIQgAAEIAABCIxkAYRqI7n3UHcIQAACEIAABCAAAQhAwE4FEKrZaceiWRCAAAQgAAEIQAACEIDASBZAqDaSew91hwAEIAABCEAAAhCAAATsVAChmp12LJoFAQhAAAIQgAAEIAABCIxkAYRqI7n3UHcIQAACEIAABCAAAQhAwE4FEKrZaceiWRCAAAQgAAEIQAACEIDASBZAqDaSew91hwAEIAABCEAAAhCAAATsVOD/AwkqVWha1W0/AAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "id": "24a078a5",
   "metadata": {},
   "source": [
    "## 路由\n",
    "\n",
    "回顾 <br/>\n",
    "\n",
    "我们构建了一个使用“消息”作为状态的图表和一个绑定工具的聊天模型。<br/>\n",
    "\n",
    "我们看到图表可以：\n",
    "\n",
    "- 返回工具调用\n",
    "- 返回自然语言响应 \n",
    "\n",
    "## 目标\n",
    "\n",
    "我们可以将其视为路由器，聊天模型根据用户输入在直接响应或工具调用Agent进行路由。<br/>\n",
    "这是一个代理的简单示例，其中LLM通过调用工具或直接响应来指导控制流。<br/>\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "让我们扩展我们的图表以使用任一输出！<br/>\n",
    "为此，我们可以使用两个想法：<br/>\n",
    "\n",
    "（1）添加一个将调用我们工具的节点。<br/>\n",
    "（2）添加一个条件边，该边将查看聊天模型输出，并路由到我们的工具调用节点，或者如果没有执行任何工具调用，则直接结束。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b3768c9b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OPENAI_API_KEY: ········\n",
      "OPENAI_BASE_URL: ········\n"
     ]
    }
   ],
   "source": [
    "import os, getpass\n",
    "\n",
    "def _set_env(var: str):\n",
    "    if not os.environ.get(var):\n",
    "        os.environ[var] = getpass.getpass(f\"{var}: \")\n",
    "\n",
    "_set_env(\"OPENAI_API_KEY\")\n",
    "_set_env(\"OPENAI_BASE_URL\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6c1985cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_openai import ChatOpenAI\n",
    "\n",
    "def multiply(a: int, b: int) -> int:\n",
    "    \"\"\"Multiply a and b.\n",
    "\n",
    "    Args:\n",
    "        a: first int\n",
    "        b: second int\n",
    "    \"\"\"\n",
    "    return a * b\n",
    "\n",
    "llm = ChatOpenAI(model=\"gpt-4o\")\n",
    "llm_with_tools = llm.bind_tools([multiply])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d82797b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "from langgraph.graph import StateGraph, START, END\n",
    "from langgraph.graph import MessagesState\n",
    "from langgraph.prebuilt import ToolNode\n",
    "from langgraph.prebuilt import tools_condition\n",
    "\n",
    "# 节点\n",
    "def tool_calling_llm(state: MessagesState):\n",
    "    return {\"messages\": [llm_with_tools.invoke(state[\"messages\"])]}\n",
    "\n",
    "# 搭建图\n",
    "builder = StateGraph(MessagesState)\n",
    "builder.add_node(\"tool_calling_llm\", tool_calling_llm)\n",
    "builder.add_node(\"tools\", ToolNode([multiply]))\n",
    "builder.add_edge(START, \"tool_calling_llm\")\n",
    "builder.add_conditional_edges(\n",
    "    \"tool_calling_llm\",\n",
    "    # 如果来自助手的最新消息（结果）是工具调用 -> tools_condition 路由到工具\n",
    "    # 如果来自助手的最新消息（结果）不是工具调用 -> tools_condition 路由到 END\n",
    "    tools_condition,\n",
    ")\n",
    "builder.add_edge(\"tools\", END)\n",
    "graph = builder.compile()\n",
    "\n",
    "\n",
    "display(Image(graph.get_graph().draw_mermaid_png()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5ed2ef42",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "你好\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "你好！有什么我可以帮助你的吗？\n"
     ]
    }
   ],
   "source": [
    "from langchain_core.messages import HumanMessage\n",
    "messages = [HumanMessage(content=\"你好\")]\n",
    "messages = graph.invoke({\"messages\": messages})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4430939",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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